Iterative Audio Separation with Mixture Consistency via MIMO Model Extension
arXiv - 2026
Фиксированная версия README Sony: MUSDB18-HQ, медиана медиан museval. Сравнивайте только внутри этого протокола, отдельно от MVSEP и других статей.
Загрузка...
Разделяйте основной вокал, гармонии и аккомпанемент или получайте сухой вокал для каверов и караоке.
Вход
Загрузите полную песню или исходник кавера
Поддерживаемые форматы
Результаты
Скачайте сухой ведущий вокал, гармонический вокал и аккомпанемент в виде WAV-стемов
Сценарий использования
Извлеките сухой основной вокал, сохранив бэк-вокал и аккомпанемент на отдельных дорожках.
Выберите модель под ваш материал и задачу и посмотрите примеры перед отправкой.
Стоимость, время, форматы и параметры зависят от выбранной модели.
В отзыве укажите инструмент, последовательность действий и проблему. Скриншоты помогут её найти.
Извлечение сухого вокала: Leap XE 90 bands даёт ведущий вокал, BS-RoFormer Leap Instrumental референс аккомпанемента, MVSep 9205 BS-Kar AVG убирает фоновые гармонии, а модель dereverb anvuew BS-RoFormer удаляет реверберацию.
Sony MIMO BS-RoFormer разделяет вокал и аккомпанемент; доступны версии Large и Small. В сложных миксах возможны остатки других партий.
Sony MIMO BS-RoFormer разделяет вокал и аккомпанемент; доступны версии Large и Small. В сложных миксах возможны остатки других партий.
Обёртка для UVR/MVSep типа сепаратор checkpoints. Он обеспечивает загрузку моделей, экспорт WAV stem и обработку аудиоформатов с поддержкой FFmpeg, используемых этим инструментом.
Разделение гармонии: MVSep 9205 обеспечивает лид-партию/аккомпанемент с гармонией, BS-RoFormer ленты Leap XE 90 обеспечивают vocals гармонию, а BS-RoFormer Leap Instrumental группы — сопровождение.
MelBand Aspiration отделяет дыхание и воздушные призвуки от остального звука; доступны обычная и мягкая версии. Могут выделяться и фрикативные согласные. Используйте отдельный вокал и проверяйте дикцию.
MelBand Aspiration отделяет дыхание и воздушные призвуки от остального звука; доступны обычная и мягкая версии. Могут выделяться и фрикативные согласные. Используйте отдельный вокал и проверяйте дикцию.
arXiv - 2026
Фиксированная версия README Sony: MUSDB18-HQ, медиана медиан museval. Сравнивайте только внутри этого протокола, отдельно от MVSEP и других статей.
SDX23 music separation track - 2023
BS-RoFormer использует функции спектрограммы с разделением полос и трансформаторы RoPE; система SDX23 заняла первое место по дорожке разделения музыкальных источников, а меньшая версия показала средний SDR 9,80 дБ на MUSDB18HQ.
TISMIR - 2024
Бумага для демикширования музыки SDX23 содержит надёжные тесты MSS, тесты на прослушение и показывает, что лучшая система улучшилась по сравнению с предыдущим вызовом более чем на 1,6 дБ SDR MDXDB21.
arXiv / ISMIR late-breaking demo - 2023
Mel-RoFormer заменяет эвристические неперекрывающиеся полосы на перекрывающиеся мел-диапазоны и показывает лучшее разделение, чем BS-RoFormer для vocals, drums и других stems на MUSDB18HQ.
Категорий выхода: 3
Показаны только записи с проверенной публичной реализацией инференса и соответствующими весами, а также алгоритмы без обученных весов. Закрытые сервисы, неопубликованные веса и неподтверждённые версии экспериментов исключены. Это не общий рейтинг всех моделей.
Каждый набор весов указан один раз в каждом тесте с лучшим опубликованным результатом по выбранной метрике. Общая оценка взята из одного испытания. Разверните список, чтобы сравнить испытания и настройки.
Публичные веса не подтверждают полноценную лицензию с открытым исходным кодом. Разверните данные для просмотра заявленных лицензий весов и условий доступа. Отсутствие лицензии отмечено отдельно.
Отметки обозначают используемые на сайте модели или компоненты. Оценки и параметры взяты из указанных тестов, а не из новой проверки всей цепочки обработки сайта.
Выберите набор данных, чтобы увидеть все метрики каждой модели. Строки упорядочены по официальному месту или выбранной метрике. Жирным выделено лучшее сопоставимое значение каждого столбца, включая равные результаты. Разные протоколы оценки ранжируются отдельно; отсутствующие оценки обозначены -.
| Место по метрике | Модель | Бас↑SDR (dB) ↑ | Барабаны↑SDR (dB) ↑ | Другое↑SDR (dB) ↑ | Вокал↑SDR (dB) ↑ | Аккомпанемент↑SDR (dB) ↑ |
|---|---|---|---|---|---|---|
| 1 | BS-Roformer Leap Xe by unwa (vocals), overlap 2Компонент обработкиОткрытые веса · Код инференса | - | - | - | 11.7920 | 18.0995 |
| 2 | bs_leap_xe_voc_unwa.ckptКомпонент обработкиОткрытые веса · Код инференса | - | - | - | 11.7615 | 18.0689 |
| 3 | bs_leap_voc_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.7243 | 18.0317 |
| 4 | bs_resurrection2_quality_test_unwa.ckptОткрытые веса · Код инференсаОткрытые весаКод инференса bs_roformer/bs_resurrection2_quality_test_unwa.ckptЛицензия весов не указана | - | - | - | 11.6627 | 17.9702 |
| 5 | bs_vocalsft1_anvuew.ckptОткрытые веса · Код инференса | - | - | - | 11.4701 | 17.7775 |
| 6 | bs_leap_inst_unwa.ckptКомпонент обработкиОткрытые веса · Код инференса | - | - | - | 11.4551 | 17.7626 |
| 7 | bs_vocals_anvuew.ckptОткрытые веса · Код инференса | - | - | - | 11.4239 | 17.7311 |
| 8 | bs_voc_hyperace2_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.3999 | 17.7072 |
| 9 | bs_siamese_vocals_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.3993 | 17.7066 |
| 10 | bs_vocals1_aname.ckptОткрытые веса · Код инференса | - | - | - | 11.3871 | 17.6943 |
| 11 | mbr_deux_becruily.ckptОткрытые веса · Код инференса | - | - | - | 11.3596 | 17.5161 |
| 12 | bs_resurrection_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.3362 | 17.6434 |
| 13 | bs_inst_large2_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.2982 | 17.6056 |
| 14 | bs_logic_6stem.ckptОткрытые веса · Код инференса | 14.5526 | 14.0343 | 3.6897 | 11.2662 | - |
| 14 | bs_6stem_fixed.ckptОткрытые веса · Код инференса | 14.5526 | 14.0343 | 3.6897 | 11.2662 | - |
| 14 | bs_6stem.ckptОткрытые веса · Код инференса | 14.5526 | 14.0343 | 3.6897 | 11.2662 | - |
| 14 | bs_vox_xlancer.ckptОткрытые веса · Код инференса | - | - | - | 11.2662 | 17.5737 |
| 18 | bs_inst_fno_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.2658 | 17.5733 |
| 19 | bs_leap_xe_inst_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.2020 | 17.5094 |
| 20 | mbr_vocalsfv7_gabox.ckptОткрытые веса · Код инференса | - | - | - | 11.1684 | 17.4757 |
| 21 | mbr_bigbeta7_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.1179 | 17.4253 |
| 22 | mbr_bigbeta6x_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.1148 | 17.4223 |
| 23 | bs_inst_hyperace2_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.0964 | 17.4039 |
| 24 | bs_mag_anvuew.ckptОткрытые веса · Код инференса | - | - | - | 11.0934 | 17.4008 |
| 25 | mbr_bigbeta6_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.0582 | 17.3656 |
| 26 | mbr_kimft2_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.0549 | 17.3624 |
| 27 | mbr_kimft3_prev_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.0544 | 17.3618 |
| 28 | mbr_kimft2b_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.0513 | 17.3587 |
| 29 | bs_revive1_unwa.ckptОткрытые веса · Код инференса | - | - | - | 11.0333 | 17.3405 |
| 30 | bs_pope_vocals_zfturbo.ckptОткрытые веса · Код инференса | - | - | - | 11.0079 | 17.3152 |
| 31 | bs_revive3e_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.9912 | 17.2985 |
| 32 | mbr_vocals_kim.ckptОткрытые веса · Код инференса | - | - | - | 10.9774 | 17.2848 |
| 33 | bs_inst_hyperace_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.9768 | 17.2844 |
| 34 | mbr_kimft1_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.9719 | 17.2793 |
| 35 | BS-Roformer Revive2 (local port) / local-port-checkОткрытые веса · Код инференса | - | - | - | 10.9711 | - |
| 36 | bs_revive2_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.9711 | 17.2784 |
| 37 | mbr_vocalsfv7_beta2_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.9600 | 17.2675 |
| 38 | mbr_bigbeta3_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.9488 | 17.2563 |
| 39 | bs_neo_inst_beta.ckptОткрытые веса · Код инференса | - | - | - | 10.9442 | 17.2516 |
| 40 | bs_vocals_1297_viperx.ckptОткрытые веса · Код инференса | - | - | - | 10.9343 | 17.2418 |
| 41 | mbr_instvoc_duality2_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.9301 | 16.6829 |
| 42 | bs_resurrection_inst_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.9247 | 17.2321 |
| 43 | BS-Roformer-Resurrection-Inst.ckptОткрытые веса · Код инференса | - | - | - | 10.9246 | 17.2320 |
| 44 | mbr_instvoc_duality1_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.9209 | 16.6675 |
| 45 | mbr_bigsyhft1fast.ckptОткрытые веса · Код инференса | - | - | - | 10.9115 | 17.2190 |
| 46 | SYH B1 Type 1Открытые веса · Код инференса | - | - | - | 10.9092 | 17.2167 |
| 47 | mbr_syhftbeta1.ckptОткрытые веса · Код инференса | - | - | - | 10.9045 | 17.2120 |
| 48 | mbr_xeno3.ckptОткрытые веса · Код инференса | - | - | - | 10.9008 | 17.2082 |
| 49 | bs_voctest_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.8920 | 17.1995 |
| 50 | mbr_syhft3.ckptОткрытые веса · Код инференса | - | - | - | 10.8907 | 17.1982 |
| 51 | mbr_bigbeta2_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.8896 | 17.1970 |
| 52 | mbr_syhftB1_2.ckptОткрытые веса · Код инференса | - | - | - | 10.8828 | 17.1902 |
| 53 | bs_vocals_1296_viperx.ckptОткрытые веса · Код инференса | - | - | - | 10.8821 | 17.1896 |
| 54 | mbr_syhftB1_1.ckptОткрытые веса · Код инференса | - | - | - | 10.8780 | 17.1855 |
| 55 | mbr_syhftB1_3.ckptОткрытые веса · Код инференса | - | - | - | 10.8664 | 17.1739 |
| 56 | mbr_bigbeta1_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.8625 | 17.1700 |
| 57 | mbr_vocalsfv7_beta1_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.8600 | 17.1675 |
| 58 | mbr_xeno.ckptОткрытые веса · Код инференса | - | - | - | 10.8585 | 17.1660 |
| 59 | mbr_vocalsfv7_beta3_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.8352 | 17.1427 |
| 60 | mbr_duality1_aname.ckptОткрытые веса · Код инференса | - | - | - | 10.8344 | 17.1419 |
| 61 | mbr_vocalsfv1_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.8292 | 17.1367 |
| 62 | bs_vocals_large1_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.7993 | 17.1067 |
| 62 | BS-Roformer_LargeV1.ckptОткрытые веса · Код инференса | - | - | - | 10.7993 | 17.1067 |
| 64 | mbr_invert_clean_becruily.ckptОткрытые веса · Код инференса | - | - | - | 10.7849 | 17.0904 |
| 65 | mbr_bigbeta4_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.7770 | 17.0845 |
| 66 | mbr_vocalsf_aname.ckptОткрытые веса · Код инференса | - | - | - | 10.7572 | 17.0647 |
| 67 | mbr_small_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.7528 | 17.0602 |
| 68 | mbr_vocalsfv5_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.7468 | 17.0543 |
| 69 | bs_mag_3179_anvuew.ckptОткрытые веса · Код инференса | - | - | - | 10.7421 | 17.0496 |
| 70 | mbr_vocalsfv2_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.7052 | 17.0127 |
| 71 | mbr_bigbeta5e_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.6695 | 16.9770 |
| 72 | mbr_small_aname.ckptОткрытые веса · Код инференса | - | - | - | 10.6685 | -0.8795 |
| 73 | bs_resurrection_inst_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.6586 | 16.9665 |
| 74 | bs_vocals2_aname.ckptОткрытые веса · Код инференса | - | - | - | 10.6307 | 16.9380 |
| 75 | mbr_instflowersv10_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.6246 | 16.9319 |
| 76 | mbr_vocalsfv6_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.6174 | 16.9248 |
| 77 | mbr_vocalsfv3_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.6083 | 16.9158 |
| 78 | mbr_vocalsfv4_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.5776 | 16.8851 |
| 79 | mbr_bgm_jasper.ckptОткрытые веса · Код инференса | - | - | - | 10.5386 | 16.8461 |
| 80 | mbr_musicless_jasper.ckptОткрытые веса · Код инференса | - | - | - | 10.5385 | 16.8460 |
| 81 | mbr_inst2_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.5276 | 16.8351 |
| 82 | mbr_vocals_becruily.ckptОткрытые веса · Код инференса | - | - | - | 10.5138 | 16.8212 |
| 83 | mbr_inst_rifforge_meskvlla33.ckptОткрытые веса · Код инференсаОткрытые весаКод инференса mel_band_roformer/mbr_inst_rifforge_meskvlla33.ckptЛицензия весов не указана | - | - | - | 10.3707 | 16.6783 |
| 84 | mbr_instfv9_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.3120 | 16.6202 |
| 85 | mbr_instfv7z_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.3108 | 16.6188 |
| 86 | mbr_instfv10_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.2965 | 16.6041 |
| 87 | mbr_instfv8b_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.2780 | 16.5856 |
| 88 | mbr_instbv3_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.2756 | 16.5833 |
| 89 | mbr_instfv8_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.2499 | 16.5576 |
| 90 | mbr_instfv9_2_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.2490 | 16.5567 |
| 91 | mbr_inst1_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.2343 | 16.5420 |
| 92 | mbr_instfvx_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.1685 | 16.4760 |
| 93 | mbr_instbv1_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.1679 | 16.4755 |
| 94 | mbr_instfv7_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.1585 | 16.4661 |
| 95 | mbr_instfv1_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.1438 | 16.4514 |
| 96 | mbr_instfv5_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.1411 | 16.4486 |
| 97 | mbr_instfv6_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.1385 | 16.4460 |
| 98 | mbr_instfv2_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.1348 | 16.4425 |
| 99 | mbr_inst_becruily.ckptОткрытые веса · Код инференса | - | - | - | 10.1308 | 16.4385 |
| 100 | mbr_instfv7n_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.1290 | 16.4365 |
| 101 | mdx23c_instvoc_zfturbo.ckptОткрытые веса · Код инференса | - | - | - | 10.1280 | 16.4355 |
| 102 | mdx23c_instvoc_hq1.ckptОткрытые веса · Код инференса | - | - | - | 10.1280 | 16.4355 |
| 103 | mbr_instbv2_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.1135 | 16.4211 |
| 104 | mbr_instfv5n_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.1128 | 16.4203 |
| 105 | mbr_instfv3_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.1086 | 16.4163 |
| 106 | mdx23c_instvoc_hq2.ckptОткрытые веса · Код инференса | - | - | - | 10.0949 | 16.4047 |
| 107 | mbr_instfv6n_gabox.ckptОткрытые веса · Код инференса | - | - | - | 10.0708 | 16.3783 |
| 108 | mbr_inst1e_unwa.ckptОткрытые веса · Код инференса | - | - | - | 10.0476 | 16.3554 |
| 108 | inst_v1e.ckptОткрытые веса · Код инференса | - | - | - | 10.0476 | 16.3554 |
| 110 | mbr_inst_metal_prev_meskvlla33.ckptОткрытые веса · Код инференсаОткрытые весаКод инференса mel_band_roformer/mbr_inst_metal_prev_meskvlla33.ckptЛицензия весов не указана | - | - | - | 10.0220 | 16.3295 |
| 111 | mbr_kimft2_aname.ckptОткрытые веса · Код инференса | - | - | - | 9.9701 | 16.2776 |
| 112 | mbr_kimft3_aname.ckptОткрытые веса · Код инференса | - | - | - | 9.9686 | 16.2761 |
| 113 | bs_invert_clean1_gilliaaan.ckptОткрытые веса · Код инференса | - | - | - | 9.9513 | 16.2582 |
| 114 | bs_inst_exp_vlp_unwa.ckptОткрытые веса · Код инференса | - | - | - | 9.9096 | 16.2172 |
| 115 | mbr_instfv4_gabox.ckptОткрытые веса · Код инференса | - | - | - | 9.8967 | 16.2054 |
| 116 | mbr_inst_1681_essid.ckptОткрытые веса · Код инференса | - | - | - | 9.8004 | 16.1081 |
| 117 | mbr_kimft1_aname.ckptОткрытые веса · Код инференса | - | - | - | 9.7854 | 16.0929 |
| 118 | mbr_wsa.ckptОткрытые веса · Код инференса | - | - | - | 9.7578 | 16.0653 |
| 119 | mbr_kimft2f_aname.ckptОткрытые веса · Код инференса | - | - | - | 9.7310 | 16.0385 |
| 120 | mbr_vocals_viperx.ckptОткрытые веса · Код инференса | - | - | - | 9.6824 | 15.9899 |
| 121 | mbr_syhft2.5.ckptОткрытые веса · Код инференса | - | - | - | 9.6425 | 15.9501 |
| 122 | mdx_inst_hq4.onnxОткрытые веса · Код инференса | - | - | - | 9.6291 | 15.9365 |
| 123 | scnet_huge_4stem1.2_aname.ckptОткрытые веса · Код инференсаОткрытые весаКод инференса scnet/scnet_huge_4stem1.2_aname.ckptЛицензия весов (заявление репозитория): apache-2.0 | 12.0639 | 11.7424 | 6.6488 | 9.6074 | - |
| 124 | scnet_xl_ihf_4stem_zfturbo.ckptОткрытые веса · Код инференса | 11.8338 | 11.5123 | 6.3845 | 9.6059 | - |
| 125 | mbr_syhft2.ckptОткрытые веса · Код инференса | - | - | - | 9.6022 | 15.9097 |
| 126 | mdx_vocft.onnxОткрытые веса · Код инференса | - | - | - | 9.5853 | 15.8928 |
| 127 | scnet_huge_4stem_aname.ckptОткрытые веса · Код инференсаОткрытые весаКод инференса scnet/scnet_huge_4stem_aname.ckptЛицензия весов (заявление репозитория): apache-2.0 | 12.1006 | 11.8388 | 6.6046 | 9.5829 | - |
| 128 | scnet_huge_4stem_bleedless_aname.ckptОткрытые веса · Код инференсаОткрытые весаКод инференса scnet/scnet_huge_4stem_bleedless_aname.ckptЛицензия весов (заявление репозитория): apache-2.0 | 12.1006 | 11.8222 | 6.6704 | 9.5820 | - |
| 129 | mbr_inst_1652_essid.ckptОткрытые веса · Код инференса | - | - | - | 9.5366 | 15.8445 |
| 130 | mdx23c_d1581.ckptОткрытые веса · Код инференса | - | - | - | 9.5286 | 15.7494 |
| 131 | mdx_kim_vocal2.onnxОткрытые веса · Код инференса | - | - | - | 9.5080 | 15.8155 |
| 132 | scnet_huge_4stem_fullness_aname.ckptОткрытые веса · Код инференсаОткрытые весаКод инференса scnet/scnet_huge_4stem_fullness_aname.ckptЛицензия весов (заявление репозитория): apache-2.0 | 12.1261 | 11.7636 | 6.6303 | 9.4911 | - |
| 133 | mdx_kim_vocal1.onnxОткрытые веса · Код инференса | - | - | - | 9.4861 | 15.7936 |
| 134 | mdx_inst_hq5.onnxОткрытые веса · Код инференса | - | - | - | 9.4682 | 15.7756 |
| 135 | scnet_huge_4stem_str_fullness_aname.ckptОткрытые веса · Код инференсаОткрытые весаКод инференса scnet/scnet_huge_4stem_str_fullness_aname.ckptЛицензия весов (заявление репозитория): apache-2.0 | 12.1317 | 11.7666 | 6.6402 | 9.4261 | - |
| 136 | mdx_main_427.onnxОткрытые веса · Код инференса | - | - | - | 9.3541 | 15.6616 |
| 137 | mdx_inst_hq3.onnxОткрытые веса · Код инференса | - | - | - | 9.3475 | 15.6550 |
| 138 | scnet_masked_xl_ihf_4stem_zftrubo.ckptОткрытые веса · Код инференсаОткрытые весаКод инференса scnet_masked/scnet_masked_xl_ihf_4stem_zftrubo.ckptЛицензия весов не указана | 11.4976 | 11.2926 | 6.1995 | 9.3285 | - |
| 139 | mbr_syhft1.ckptОткрытые веса · Код инференса | - | - | - | 9.2534 | 15.5609 |
| 140 | bs_pope_instvoc_aname.ckptОткрытые веса · Код инференса | - | - | - | 9.2520 | 15.4515 |
| 141 | mdx_kim_inst.onnxОткрытые веса · Код инференса | - | - | - | 9.2488 | 15.5558 |
| 142 | scnet_xl_4stem_starrytong.ckptОткрытые веса · Код инференса | 11.7727 | 11.4080 | 6.0976 | 9.2472 | - |
| 143 | mdx_main_438.onnxОткрытые веса · Код инференса | - | - | - | 9.2289 | 15.5363 |
| 144 | bs_4stem_zfturbo.ckptОткрытые веса · Код инференса | 11.0762 | 11.2882 | 5.9641 | 9.1940 | - |
| 145 | mbr_syhft_4stem.ckptОткрытые веса · Код инференса | 9.9250 | 10.1206 | 5.7844 | 9.1826 | - |
| 146 | mdx_inst_hq2.onnxОткрытые веса · Код инференса | - | - | - | 9.1781 | 15.4856 |
| 147 | mdx_inst1.onnxОткрытые веса · Код инференса | - | - | - | 9.1697 | 15.4767 |
| 148 | mdx_inst3.onnxОткрытые веса · Код инференса | - | - | - | 9.1603 | 15.4674 |
| 149 | mdx_main_340.onnxОткрытые веса · Код инференса | - | - | - | 9.1426 | 15.4500 |
| 150 | mdx_main_406.onnxОткрытые веса · Код инференса | - | - | - | 9.1421 | 15.4496 |
| 151 | mdx_inst_hq1.onnxОткрытые веса · Код инференса | - | - | - | 9.1359 | 15.4434 |
| 152 | bs_4stem_aname.ckptОткрытые веса · Код инференса | 9.7897 | 10.2163 | 5.2667 | 9.1287 | - |
| 153 | mdx_inst2.onnxОткрытые веса · Код инференса | - | - | - | 9.1201 | 15.4271 |
| 154 | mdx_inst_main.onnxОткрытые веса · Код инференса | - | - | - | 9.0725 | 15.3795 |
| 155 | mbr_syhft_4stem2.ckptОткрытые веса · Код инференса | 9.9802 | 10.0251 | 5.8085 | 9.0553 | - |
| 156 | mdx_main.onnxОткрытые веса · Код инференса | - | - | - | 9.0205 | 15.3279 |
| 157 | scnet_4stem_zfturbo.ckptОткрытые веса · Код инференса | 11.2151 | 11.1529 | 5.5045 | 8.9942 | - |
| 158 | mbr_instfv4n_gabox.ckptОткрытые веса · Код инференса | - | - | - | 8.9502 | 15.2577 |
| 159 | mdx_inst_full_292.onnxОткрытые веса · Код инференса | - | - | - | 8.8385 | 15.1459 |
| 160 | demucs4_mvsep_vocals.ckptОткрытые веса · Код инференса | - | - | -5.9988 | 8.7868 | 15.0943 |
| 161 | bs_cr_4stem_zf_turbo.ckptОткрытые веса · Код инференса | 10.3568 | 10.7294 | 5.5370 | 8.7615 | - |
| 162 | mdx_3_9662.onnxОткрытые веса · Код инференса | - | - | - | 8.7210 | 15.0285 |
| 163 | mdx_2_9682.onnxОткрытые веса · Код инференса | - | - | - | 8.7194 | 15.0269 |
| 164 | mdx_1_9703.onnxОткрытые веса · Код инференса | - | - | - | 8.6890 | 14.9965 |
| 165 | mdx_9482.onnxОткрытые веса · Код инференса | - | - | - | 8.6548 | 14.9623 |
| 166 | mbr_4stemlarge1_aname.ckptОткрытые веса · Код инференса | 9.3137 | 9.7105 | 5.0519 | 8.6245 | - |
| 167 | mdx_inst_187_beta.onnxОткрытые веса · Код инференса | - | - | - | 8.6116 | 14.9190 |
| 168 | bs_4stemft_syh99999.ckptОткрытые веса · Код инференса | 8.6771 | 10.3697 | 5.0546 | 8.5771 | - |
| 169 | mbr_4stemxl1_aname.ckptОткрытые веса · Код инференса | 9.3637 | 9.8276 | 5.3076 | 8.5682 | - |
| 170 | mbr_4stemlarge2_aname.ckptОткрытые веса · Код инференса | 9.5854 | 9.6570 | 5.4143 | 8.5065 | - |
| 171 | mdx_inst_82_beta.onnxОткрытые веса · Код инференса | - | - | - | 8.4614 | 14.7689 |
| 172 | scnet_tran_4stem_zftrubo.ckptОткрытые веса · Код инференса | 10.9922 | 10.8707 | 5.6387 | 8.4272 | - |
| 173 | demucs4_ft_vocals.ckptОткрытые веса · Код инференса | 2.2495 | 0.1090 | 2.0269 | 8.3852 | 14.6926 |
| 174 | mdx23c_vocals_kuielab.ckptОткрытые веса · Код инференса | - | - | - | 8.3827 | 14.6903 |
| 175 | bs_fnf2_mrdense67.ckptОткрытые веса · Код инференса | - | - | - | 8.3232 | 14.6307 |
| 176 | scnet_masked_small_4stem_zftrubo.ckptОткрытые веса · Код инференсаОткрытые весаКод инференса scnet_masked/scnet_masked_small_4stem_zftrubo.ckptЛицензия весов не указана | 10.9349 | 10.4918 | 5.4602 | 8.2844 | - |
| 177 | mdx23c_4stem_small_kuielab.ckptОткрытые веса · Код инференса | 9.5555 | 9.1443 | 5.2945 | 8.2604 | - |
| 178 | mdx23c_4stem_kuielab.ckptОткрытые веса · Код инференса | 9.4058 | 9.0321 | 4.7212 | 8.2535 | - |
| 179 | demucs4_4stem.ckptОткрытые веса · Код инференса | 11.7655 | 10.8855 | 5.7419 | 8.2490 | 14.5565 |
| 180 | scnet_xl_4stem_zftrubo.ckptОткрытые веса · Код инференса | 10.9957 | 10.7211 | 5.3010 | 8.2252 | - |
| 181 | mdx_inst_90_beta.onnxОткрытые веса · Код инференса | - | - | - | 8.2136 | 14.5210 |
| 182 | mdx_6s_vocals_anvuew.ckptОткрытые веса · Код инференса | - | - | - | 8.1622 | 14.4698 |
| 183 | bs_fnf_mrdense67.ckptОткрытые веса · Код инференса | - | - | - | 8.1343 | 14.4420 |
| 184 | demucs4_6stem.ckptОткрытые веса · Код инференса | 11.2281 | 10.2247 | 2.8046 | 8.0547 | - |
| 185 | mbr_neo_inst_vfx.ckptОткрытые веса · Код инференса | - | - | - | 8.0343 | 14.3426 |
| 186 | mdx_kuielab_b_vocals.onnxОткрытые веса · Код инференса | - | - | - | 7.7369 | 14.0449 |
| 187 | mdx_kuielab_a_vocals.onnxОткрытые веса · Код инференса | - | - | - | 7.6175 | 13.9250 |
| 188 | demucs4_ft_otherОткрытые веса · Код инференса | 8.7358 | 7.9531 | 5.8509 | 7.4984 | 13.8059 |
| 189 | mdx23c_4stem_zfturbo.ckptОткрытые веса · Код инференса | 8.3619 | 7.6911 | 4.5512 | 7.3489 | - |
| 190 | 7_hp2-uvr.ckptОткрытые веса · Код инференса | - | - | - | 7.2146 | 13.5127 |
| 191 | 2_hp-uvr.ckptОткрытые веса · Код инференса | - | - | - | 7.1820 | 13.4598 |
| 192 | 3_hp-vocal-uvr.ckptОткрытые веса · Код инференса | - | - | - | 7.1423 | 13.4481 |
| 193 | mbr_hybrid_arch_aname.ckptОткрытые веса · Код инференса | - | - | - | 7.0747 | 13.5075 |
| 194 | 9_hp2-uvr.ckptОткрытые веса · Код инференса | - | - | - | 6.9872 | 13.3039 |
| 195 | 4_hp-vocal-uvr.ckptОткрытые веса · Код инференса | - | - | - | 6.9525 | 13.2433 |
| 196 | 1_hp-uvr.ckptОткрытые веса · Код инференса | - | - | - | 6.9408 | 13.2448 |
| 197 | 8_hp2-uvr.ckptОткрытые веса · Код инференса | - | - | - | 6.8565 | 13.1680 |
| 198 | 14_sp-uvr-4b-44100-2.ckptОткрытые веса · Код инференса | - | - | - | 6.8341 | 13.1454 |
| 199 | 13_sp-uvr-4b-44100-1.ckptОткрытые веса · Код инференса | - | - | - | 6.7923 | 13.1062 |
| 200 | 15_sp-uvr-mid-44100-1.ckptОткрытые веса · Код инференса | - | - | - | 6.7711 | 13.0768 |
| 201 | 16_sp-uvr-mid-44100-2.ckptОткрытые веса · Код инференса | - | - | - | 6.7659 | 13.0717 |
| 202 | 12_sp-uvr-3b-44100.ckptОткрытые веса · Код инференса | - | - | - | 6.5831 | 12.8772 |
| 203 | demucs4_ft_bass.ckptОткрытые веса · Код инференса | 11.9604 | 6.1858 | 4.2138 | 6.3319 | 12.6393 |
| 204 | mgm_main_v4.ckptОткрытые веса · Код инференса | - | - | - | 6.2810 | 12.5732 |
| 205 | mgm_highend_v4.ckptОткрытые веса · Код инференса | - | - | - | 6.0870 | 12.3669 |
| 206 | 11_sp-uvr-2b-32000-2.ckptОткрытые веса · Код инференса | - | - | - | 6.0142 | 12.3377 |
| 207 | demucs4_ft_drums.ckptОткрытые веса · Код инференса | 6.3304 | 11.1330 | 2.5499 | 5.9747 | 12.2822 |
| 208 | vr6_last_baseline_tsurumeso.ckptОткрытые веса · Код инференса | - | - | - | 5.9492 | 11.7856 |
| 209 | mgm_lowend_a_v4.ckptОткрытые веса · Код инференса | - | - | - | 5.9319 | 12.2248 |
| 210 | mgm_lowend_b_v4.ckptОткрытые веса · Код инференса | - | - | - | 5.8513 | 12.1521 |
| 211 | mbr_vocals_zfturbo.ckptОткрытые веса · Код инференса | - | - | - | 5.7795 | 12.0870 |
| 212 | bs_deeffect_gilliaaan.ckptОткрытые веса · Код инференса | - | - | - | 5.5692 | 11.8782 |
| 213 | bs_pope_4stem_09072026_aname.ckptОткрытые веса · Код инференса | 7.4481 | 7.7484 | 3.9940 | 5.0231 | - |
| 214 | bs_pope_4stem_aname.ckptОткрытые веса · Код инференса | 6.2306 | 6.6512 | 3.1867 | 4.8609 | - |
| 215 | bs_speech_alicen.ckptОткрытые веса · Код инференса | - | - | - | 3.4093 | 9.7168 |
| 216 | mbr_speech_alicen.ckptОткрытые веса · Код инференса | - | - | - | 3.2952 | 9.5300 |
| 217 | mbr_gen_jazzpear.ckptОткрытые веса · Код инференса | - | - | - | 2.6141 | 8.9217 |
| 218 | mdx_main_390.onnxОткрытые веса · Код инференса | - | - | - | 2.3813 | 8.3257 |
| 219 | bs_other_viperx.ckptОткрытые веса · Код инференса | - | - | - | -6.2125 | 0.0950 |
| - | bs_bass_xlancer.ckptОткрытые веса · Код инференса | 14.5526 | - | - | - | 2.1523 |
| - | scnet_xl_jazz_4stem_jorisvaneyghen.ckptОткрытые веса · Код инференса | 8.8226 | 8.2216 | -0.1454 | - | - |
| - | mdx_6s_bass_anvuew.onnxОткрытые веса · Код инференса | 8.4085 | - | - | - | 2.5632 |
| - | mdx_kuielab_a_bass.ckptОткрытые веса · Код инференса | 7.6994 | - | - | - | 2.7857 |
| - | bs_bass_beatloo_labs.ckptОткрытые веса · Код инференса | 7.2503 | - | - | - | 2.5888 |
| - | mdx_kuielab_b_bass.onnxОткрытые веса · Код инференса | 7.2453 | - | - | - | 2.9673 |
| - | bass-4band-3090_4band.ckptОткрытые веса · Код инференса | 6.6151 | - | - | - | 2.6528 |
| - | scnet_jazz_4stem_jorisvaneyghen.ckptОткрытые веса · Код инференса | 5.6719 | 8.9458 | -0.2827 | - | - |
| - | bs_drums_xlancer.ckptОткрытые веса · Код инференса | - | 14.0343 | - | - | - |
| - | bs_drums_gilliaaan.ckptОткрытые веса · Код инференса | - | 11.6434 | - | - | - |
| - | bs_drums2_xlancer.ckptОткрытые веса · Код инференса | - | 9.8395 | - | - | - |
| - | mdx_6s_drum_anvuew.onnxОткрытые веса · Код инференса | - | 7.9419 | - | - | - |
| - | mdx_kuielab_b_drums.onnxОткрытые веса · Код инференса | - | 7.3969 | - | - | - |
| - | bs_drums_beatloo_labs.ckptОткрытые веса · Код инференса | - | 7.3537 | - | - | - |
| - | mdx_kuielab_a_drums.onnxОткрытые веса · Код инференса | - | 6.8964 | - | - | - |
| - | vr_multi_drums_beta.ckptОткрытые веса · Код инференса | - | 6.5539 | - | - | - |
| - | drums-4band-3090_4band.ckptОткрытые веса · Код инференса | - | 6.4818 | - | - | - |
| - | mdx_kuielab_b_other.onnxОткрытые веса · Код инференса | - | - | 4.6089 | - | - |
| - | mdx_kuielab_a_other.onnxОткрытые веса · Код инференса | - | - | 4.5656 | - | - |
Отметки обозначают используемые на сайте модели или компоненты. Оценки и параметры взяты из указанных тестов, а не из новой проверки всей цепочки обработки сайта.
Наборы данных, версии и условия разделены; сохраняются и источники без допущенных строк.
Развёртываемых 238 / исходных строк 1394 · Проверено: 2026-10-25
Для этих экспериментов не проверен полный открытый пакет инференса. Другие веса модели с тем же именем не подходят.
Bass Ensemble (SCNet XL + BS Roformer SW) · MVSep Ensemble (vocals, instrum, bass, drums, other) (2025.06.30) · MLSLABS WCJ V2 · BS² · MLSLABS WCJ · Quatra - BS-RoFormer SW (MLX, 13.35 s / 75 % overlap / TTA) · BS Roformer SW (6 stems) · Superoformer rev2 · Test 2025-06-08 #2 · Test 2025-06-08 #1 · BS-Roformer SW/RAv2 · BS-Roformer SW/RA · Logic BS Roformer · undefined-f16 · BS-RoFormer SW (6 stems), fp16, overlap 2 · BS-Roformer SW (with UVR) · test 2x · test_bass_0930 · undefined · bs-roformer-ft2 · bass · BS-Roformer SW-OA-Residual · BS-Roformer-SW/RA-Fix-Best-Epoch · BS 6stems · Test 9 · Test 10 · Test 12 · Test 8 · Test 11 · test · Test 13 · 2df3fd18a32a · c797c65c4998 · NUO-STEMS 4.0-alpha.34 (mel_vocals_bs_others) · test 3 · test2 · NUO-STEMS 4.0-alpha.17 (bs_roformer) · NUO-STEMS 4.0-alpha.17 (mel_vocals_bs_others) · NUO-STEMS 4.0-alpha.34 (bs_roformer) · MVSep Ensemble (vocals, instrum, bass, drums, other) (2024.12.20) · MVSep Ensemble (vocals, instrum, bass, drums, other) (2024.12.28) · Bass Ensemble (SCNet XL + BS Roformer + HTDemucs4) · Test 2025-06-07 #1 · sami-bytedance-v.1.0 · MVSep SCNet XL (bass) · sami-bytedance-v.1.2 · MVSep Ensemble (vocals, instrum, bass, drums, other) (2024.10.08) · Ripple (lossless) 4-stems · MVSep Ensemble (vocals, instrum, bass, drums, other) (2024.08.15) · MVSep Ensemble (vocals, instrum, bass, drums, other) (2024.07.14) · LALA · MVSep Ensemble (vocals, instrum, bass, drums, other) (2024.05.21) · BS-Roformer-FNO-SC - EXVERIA1015 · ripple (untouched) · dilettante hh2024.11.08 Hunter Hogan · MVSep Bass Ensemble (BSRoformer + HTDemucs) (2024.05.21) · sami-bytedance-v.0.1.1 · BS Roformer SW RT RFM · ripple (de-clicked) · mlslabs wcj 6stems (drums, bass, other, vocals, piano, guitar) · BS Roformer SW RT OC · Ableton Live 12.3 (beta) - high quality mode · Logic Pro 11.0.1 · dilettante, v2024.11.05hh Hunter Hogan · Vocal BS-RoFormer + BS-RoFormer drums + HT-Demucs FT (per-stem ensemble) · MVSep Ensemble (vocals, instrum, bass, drums, other) (2024.04.04) · output_bs-r_all_demucs · MVSep-MDX23 Colab Fork v2.4 - Dev Container RTX4090 · MVSep Ensemble (vocals, instrum, bass, drums, other) (2024.03.29) · MVSep Ensemble (vocals, instrum, bass, drums, other) (2024.03.12) · MVSEP-MDX23-Colab (july 2023 update by deton24) (instrum) · MVSEP-MDX23-Colab (july 2023 update by deton24) (instrum2) · MVSep Bass HTDemucs (2024.05.21) · MVSep Ensemble of 8 models (2023.08.07) · MVSEP-MDX23 Colab Fork v2.3 · MVSEP-MDX23-Colab (june 2023 update by jarredou) (instrum) · MVSEP-MDX23-Colab (june 2023 update by jarredou) (instrum2) · MVSEP-MDX23-Colab (june 2023 update) · SD_BS_SC_JUL · MVSEP-MDX23-Colab (overlap=0.75) · MVSep Ensemble of 8 models (2023.10.06) · MDX23 (MVSep 2023.03.21) · MVSep Bass BSRoformer (2024.05.21) · output_bs-r_only_htdemucs_ft · BS-RoFormer (bass model) · KDXM_SC_BSR · sc_bsr_test2 · SD_KMDX_SC_BSR · test3 · NUO-STEMS 3.1.0-alpha.32 (mel_band_roformer + intelligent nulling on drums & other) · NUO-STEMS 3.1.1-alpha.11 mel_band_roformer (AI nulling on drums & other) · test4 · ebright-experimental-001 · SD_KMDX_SCNET · LANDR Stems (via AudioShake) 4-stems · Mel-RoFormer Kimberley Jensen on MPS | step 20% | dim 801. MSST repo · SD_KMDX_1 · NUO-STEMS (new mel_band_roformer alpha) · test5 · new intelligent htdemucs_ft - #2 · Demux4 HT (htdemucs_ft, shifts=10, overlap=0.95) · Demux4 HT (htdemucs_ft, shifts=1, overlap=0.95) · UVR (Last Patch) - MDX23C_EP-168, hdemucs_mmi, htdemucs, htdemucs_6s, htdemucs_ft, Ensamble Algorithm - Average · UVR (Last Patch) - hdemucs_mmi, htdemucs, htdemucs_6s, htdemucs_ft, Ensamble Algorithm - Average · Demux4 HT (htdemucs_ft, shifts=4, overlap=0.75) · UVR (Last Patch) - MDX23C_EP-168, hdemucs_mmi, htdemucs_6s, htdemucs_ft, Ensamble Algorithm - Average · new intelligent htdemucs_ft · output_bs-r_only_htdemucs · Demux4 HT (htdemucs_ft, shifts=2, overlap=0.5) · Boa-L SD · DEMUCS | v4 htdemucs_ft | Segment DEFAULT | Shifts 2 | Overlap 0.25 | Chunks Auto | Split Mode OFF | Combine Stems OFF | Spectral Inversion OFF · TEST-04 · KUIELab-MDXNET23C (untouched) · v4 | htdemucs_ft · v4 | htdemucs_ft (wav output to iTunes m4a converted / back to wav) #2 · v4 | htdemucs_ft (wav output to iTunes m4a converted / back to wav) · Huge-SCNet-4stems V1.2 · Fadr (4 stems) · TEST-06 · new intelligent htdemucs_ft - #3 · Demucs4 HT (htdemucs_ft) · NUO-STEMS 3.0.0 - htdemucs_ft · Demucs 5 · Demucs_ft (applied to separated instrumentals) · htdemucs_drums · Vanilla HTDemucs (Single Stage | Shift = 1 Overlap=0.95) · STEMS bench · scnet_xl_ihf_msst · bass · 2026-10-12 · SCNet XL IHF 4 stems (Trained only on MUSDB18) · SCNet XL (applied to separated instrumentals) · Vanilla HTDemucs (Single Stage | Shift=4 Overlap=0.75) · Vanilla HTDemucs (Two Stage) · Vanilla HTDemucs · Superoformer · RipX DeepRemix 6.2.0 (4 stems) · htdemucs4 · STEMS bench · htdemucs_v4 · bass · 2026-10-12 · demucs4 · NUO-STEMS 3.0.0 - htdemucs · Demucs4 HT (htdemucs) · bs-rofomer (bass,drums,vocals,other） · Steinberg SpectraLayers Pro v11.0.0 · FL Studio 2024 (24.1.1.3936) | Fruity Loops · Traktor Pro 4.0.0 · BandLab Splitter · Huge SCNet 4stems · Demucs4 HT (htdemucs_6s) · scnet_ft · SCNet Large (applied to separated instrumentals) · 4-stems SCNet Large (by starrytong) · Ableton Live 12.3 (beta) - default mode · Demux4 (hdemucs_mmi, shifts=4, overlap=0.75) · demucs onnx · demucs4_6s · BS-4stems (applied to separated instrumentals) · demOnnx 25 oa · demucs3_mmi · demucs3_mmi.ckpt · SCNet Large (MUSDB18 HQ) · sc net onnx · BS-Roformer MUSDB18 - 4 stems (by ZFTurbo) · SD_KMDX23_SC_BSR · SCNet pretrian · SCNet Offical model · scnet1019 · SCNet Tran (Trained on MUSDB18) · SCNet by WSF · scnet_zfturbo · VirtualDJ STEMS 2.0 - 8.5.8255.2066 · Demucs 4 HT (htdemucs_ft overlap=0.9 shifts=0) + Audacity Center Isolation 0.01 for bass · DEMUCS | v3 mdx_extra | Segment DEFAULT | Shifts 2 | Overlap 0.25 | Enable Chunks OFF | Split Mode OFF | Combine Stems OFF | Spectral Inversion OFF · DEMUCS | v3 mdx_extra_q | Segment DEFAULT | Shifts 2 | Overlap 0.25 | Enable Chunks OFF | Split Mode OFF | Combine Stems OFF | Spectral Inversion OFF · vocalremover.org (4-stem) · Demucs3 Model B · Mini-BS-RoFormer-V2-35.9M-20251204 · BAND_SCNET_0819 STREAMING · SD_ENS_2 · scent-3.7G · oBSRNN+Simo (trained only on MUSDB18) · Algoriddim Neural Mix Pro 2.0.0 · SCNet_Vanilla · scent6c · scent6c-18 · Moises.ai (4 stems) · Band-SCNet Stricts treaming · RipX DeepRemix 6.1.0 (4 stems) · RipX DeepRemix 6.0.3 (4 stems) · realtime 4GFlops · scnet_kd_steraming · st 0831 · scnet_control_streaming_0911 · scnet 4G · bsm · d6 model of musdb18hq · DEMUCS | v3 mdx | Segment DEFAULT | Shifts 2 | Overlap 0.25 | Enable Chunks OFF | Split Mode OFF | Combine Stems OFF | Spectral Inversion OFF · BS-Roformer - 4 stems (by Amane) · DEMUCS | v3 mdx_q | Segment DEFAULT | Shifts 2 | Overlap 0.25 | Enable Chunks OFF | Split Mode OFF | Combine Stems OFF | Spectral Inversion OFF · stem 1224 · GSEP (4 stems) + bass/drums/other joined · scnet-4g · NovaMSS-Pro (Bass/Drums) · DeMIX Pro 4.1.0 | Vocal Noise Gate OFF | Perfect Reconstruction OFF · scent-prune · Analog Devices - FourSepNet SqrtMC v1.1 · Analog Devices - FourSepNet CRM v1.0 · TEST-01 · scnet-4Gflops · Analog Devices - FourSepNet SqrtMC v1.0 · DeMIX Pro 4.1.0 · Aname-Tommy MelBandRoformer 4stem Large · DEMUCS | v3 repro_mdx_a | Segment DEFAULT | Shifts 2 | Overlap 0.25 | Enable Chunks OFF | Split Mode OFF | Combine Stems OFF | Spectral Inversion OFF · Aname-Tommy MelBandRoformer 4stem XL · SCNet Masked V2 - BortSampson · stm200 · DEMUCS | v3 repro_mdx_a_time | Segment DEFAULT | Shifts 2 | Overlap 0.25 | Enable Chunks OFF | Split Mode OFF | Combine Stems OFF | Spectral Inversion · Myxt (via AudioShake) · stm2 · stm6 · stem 1110 · DEMUCS | v3 repro_mdx_a_hybrid | Segment DEFAULT | Shifts 2 | Overlap 0.25 | Enable Chunks OFF | Split Mode OFF | Combine Stems OFF | Spectral Inversi · Demucs2 · Serato Studio 2.0.6 · sm · htdemucs_onnx_other · stm 1025 · "BS-Roformer FT" - 4 stems (by SYH99999) · BS-Roformer 4stems (uvronline.app/SYH99999) (v2 ?) · BortModel - 07.21.2025 · Unmix XL · DTTNet | Dual-Path TFC-TDF UNet (baseline) · scnet_musdb_baseline · m · Denon Engine DJ 4.3.4 (Model: PRO V1 by zplane.development) · SCNet Large · DEMUCS | v2 Demucs_base | Segment DEFAULT | Shifts 2 | Overlap 0.25 | Enable Chunks OFF | Split Mode OFF | Combine Stems OFF | Spectral Inversion OFF · test_0724 · w · sc net 3 onnx · sc net onnx 2 · j · MDX | kuielab_a_bass + drums + other + vocals | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion O · MDX | kuielab_b_bass + drums + other + vocals | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion O · a · MDX B (UVR 2022.07.25) · MDX B (Kimberley Jensen 2023.02.13) · Spleeter (4 stems) · sscnet · SAM Audio (Large) · DEMUCS | v1 Demucs_base | Segment DEFAULT | Shifts 2 | Overlap 0.25 | Enable Chunks OFF | Split Mode OFF | Combine Stems OFF | Spectral Inversion OFF · Audionamix XTRAX STEMS (4 stems) · scnet_batch_32 · test_0727 · htdemucs_drums_real · Run A6EE40 · Logic Pro 11.2 Stem Splitter by Apple Inc. · PhonicMind (4 stems) · ttts · htdemucs_vocals_onnx · bs_roformer_vocals · bs bimamba unet w/ attention - instrio · BS BiMamba UNet w/ Attention - instrio · Bandlab Splitter · Drums Ensemble (MelBand + SCNet XL + BS Roformer SW) · Test 7 · MVSep Drums (MelBand Roformer + SCNet XL, 2025.02) · LALA-AI · MVSep Drums Ensemble (MelRoformer + SCNet Large) (2024.10.06) · MVSep SCNet XL (Drums, 2025.02) · dilettante hh2024.11.10 Hunter Hogan · MVSep Drums Ensemble Extract Vocals (MelRoformer + HTDemucs) (2024.07.14) · MVSep Drums Ensemble (MelRoformer + HTDemucs) (2024.07.14) · MVSep Drums SCNet Large (2024.10.06) · BS-RoFormer Drums · MVSep Drums Mel Roformer (2024.07.14) · Mel-RoFormer Drums · MVSep Drums HTDemucs (2024.07.14) · no-no test · interesting test 5x · interesting test 1x · interesting test 10x · interesting test 2x · interesting test 1x parallel · gilliaaan/BS-Roformer-DrumsOther-Duality · STEMS bench · scnet_xl_ihf_msst · drums · 2026-10-12 · STEMS bench · htdemucs_ft · drums · 2026-10-12 · STEMS bench · htdemucs_v4 · drums · 2026-10-12 · ttt · mel_band_roformer_7.4424 · Vocal BS-RoFormer + BS-RoFormer drums + HT-Demucs FT (per-stem ensemble). · BS-Roformer-Viperx-1053 · STEMS bench · scnet_xl_ihf_msst · other · 2026-10-12 · STEMS bench · htdemucs_v4 · other · 2026-10-12 · trt_om_fp16_mp3 · BS PolarFormer 124 bands fullness level 1 stems (2026.06.13, MVSep.com) · mdx23c tensorrt · mdx23c_tensorrt · mdx23c_voice_onnx · mdx23c tensorrt fp16 · htdemucs_onnx · htdemucs vocals tensorrt · htdemucs_tensorrt_fp8 · segm_onnx · BS Roformer 124 bands (2026.07.10, MVSep.com) · BS RoFormer 124 bands (High Fullness) · BS RoFormer (11.89 + 12.33) · BS PolarFormer 124 bands (2026.06.13, MVSep.com) · six model ensemble - ugamii · six model ensemble reimagined - ugamii · MVSep Ensemble (vocals, instrum) (2025.06.28) · BS Roformer (2025.07.20, MVSep.com) · BS Roformer (2025.07.15, MVSep.com) · sami-bytedance-v.1.1 · Five model ensemble v2 - ugamii · BS Roformer (2025.06.27, MVSep.com) · test_vocals_1015 · test_vocals_0929 · test_vocals_20261006 · unwa leap Xe · BS PolarFormer Vocals (2026.05) · BS-Roformer_Leap by pcunwa (uvr5) · unwa leap · bs_test_0928 · MVSep Ensemble High Vocals Fullness (vocals, instrum) (2025.06.29) · Deux + SCNet (Regular) · Deux + SCNet (High Fullness) · 1263 · 1261 · 1255 · BS-RoFormer ft1 by anvuew (vocals, sdr 12.55), overlap 4 · bsrhfi · dilettante, v2024.10.28hh Hunter Hogan · dilettante, v2024.10.29hh Hunter Hogan · 1245 · dilettante, v2024.10.22hh Hunter Hogan · 1244 · bs_vocals_v1.ckpt · BS-Roformer Voc HyperACEv2 · MVSep Ensemble High Instrumental Fullness (vocals, instrum) (2025.06.29) · becruily deux (Mel-Band RoFormer) · BSRoformerMVsep2024_08, stereo3c3, N8k4, halfwave, hh2024.10.24 Hunter Hogan · bs-roformer-ft-wx · BSRoformerMVsep2024_08, stereo3c3, fine PrototypeB N6k3 halfwave hh2024.11.22 Hunter Hogan · Logic Pro BS-RoFormer · BS-Roformer Resurrection 441 · BSRoformerMVsep2024_08, stereo3c3, gross N8e+/-3, halfwave, hh2024.10.21 Hunter Hogan · MDX23 Colab fork v2.5 (jarredou) · BS-Roformer Resurrection · resurrection · MVSep Ensemble (vocals, instrum) (2024.04.04) · BS Roformer finetuned (2024.08.07, MVSep.com) · Music Source Separation Training Big Shifts Fork - Shirou · Music Source Separation Training Big Shifts Fork v2 - Shirou · MelBand Roformer | ver 2024.10 · BSRoformerMVsep2024_04, stereo3c3, gross N8e+/-3, halfwave, hh2024.10.21 Hunter Hogan · Test 6 · 3278 · BS-Rofo-SW-Fixed · mel_band_roformer_ep_125_sdr_11.2069 | 1101 | 2 · MelBandRoformerBasCurtiz, stereo3c3, gross N8e+/-3, halfwave, hh2024.10.21 Hunter Hogan · BS Roformer finetuned (2024.04.04, MVSep.com) · 3215 · mel_band_roformer_ep_125_sdr_11.2069 | 1101 | 8 · MelBand Roformer finetuned (2024.08.15, MVSep.com) · Stem Classroom frozen vocal ensemble v1 · gabox · 3109 · MBR FT D8 r2 · Big Beta 6X · MDX23 Colab Fork v2.4 | BigShifts=20 · MVSep SCNet XL IHF (vocals, instrum) · MBR FT D8 · Mel-RoFormer ft · MDX23 Colab Fork v2.4 beta final (?) (BigShifts=3) · 3085 · melroformer0630 · 3086 · MelBand Roformer Kim | 1101 | overlap 32 | UVR 5.6.1 · MelBand Roformer Kim | 1101 | overlap 16 | UVR 5.6.1 · MelBand Roformer Kim | 1101 | overlap 8 | UVR 5.6.1 · Kim-MelBand-Roformer · Big Beta 6Xc [test] · Mel-RoFormer Kimberley | Overlap 2 | dim_t 1101 · Mel-RoFormer Kimberley | Overlap 2 | dim_t 1101 | attempt 2 · Kimberley Mel-Roformer + Viperx 1297 · MDX23 Colab Fork v2.4 beta final (?) (BigShifts=1) · Mel-RoFormer Kimberley | Overlap 4 | dim_t 1101 · MVSep Ensemble (vocals, instrum) (2024.03.28) · LALA-AI-人声 · unwa's Kim-melband-roformer ft 2 · MSST - MelBand Roformer Kim FT 2 (by unwa) | Overlap 2 | Batch Size 2 · FT3 preview · FT3 preview 2 · MBR FT · Kim melband/unwa_ft2_bleedless · Mel-RoFormer Kimberley + Demudder (X-Minus 13.06.2024) · MelBand Roformer Kim | 1101 | overlap 50 | UVR 5.6.1 · MelBand Roformer Kim | 1101 | overlap 4 | UVR 5.6.1 · 1218 · MelBand Roformer Kim | segment size 1120 | overlap 2 | UVR 5.6.1 · BS-Roformer Revive · Mel-RoFormer Kimberley | Overlap 8 | dim_t 1101 · Mel-RoFormer Kimberley | Overlap 8 | dim_t 1201 · MelBand Roformer Kim | 1101 | overlap 2 | UVR 5.6.1 · Kim vocals (raw) · Mel-RoFormer Kimberley | Overlap 8 | dim_t 1001 · Mel-Band RoFormer (X-Minus 25.04.2024) · Mel-RoFormer Kimberley Jensen | Overlap 4 | chunk_size: 352800 · MelBand Roformer by Kimberley Jensen (2024.08.07, MVSep.com) · X-Minus.pro_sdr · xminus · BS-Roformer 12.97 on CUDA | segment 1101 | overlap 2 | BigShifts 3 | jarredou Colab mod · Kim-Mel-Band-Roformer-FT · MSST - MelBand Roformer Kim | FT (by unwa) · vocv · Mel-RoFormer Kimberley | Overlap 2 | dim_t 801 · dilettant, stereo3c3. dos llaves, fine, PrototypeB, variable N, e, halfwave hh2024.11.27 Hunter Hogan · Mel-Band RoFormer + Demudder (X-Minus 06.06.2024) · ft test · Mel-RoFormer Kimberley | Unwa's Big Beta 3 | Overlap 2 | dim_t 1101 · bledless vocals · Mel-RoFormer Kimberley | Unwa's Big Beta 3 | Overlap 2 | dim_t 1333 · Mel-RoFormer Kimberley Jensen | Overlap 2 | chunk_size: 352800 · mel band roformer · BS-Roformer EXP GRU High Fullness · Z0Z_KimberleyJensen, stereo3c3, gross N8e+/-3, cosineWings, halfwave, hh2024.10.21 Hunter Hogan · BS-Roformer Revive3e · Mel-RoFormer Kimberley | Overlap 4 | dim_t 801 · Kim's Mel Band Roformer @ float16 precision · kim-sdr · BS-Roformer-Viperx-1297 | Overlap 2 | dim_t 1101 · mel_band_onnx · voc_gabox2 · Mel-RoFormer Kimberley | Overlap 8 | dim_t 1601 · Mel-Band-Roformer-Vocal-Model · STEMS bench · melroformer_kim · 2026-10-04 · melroformer0530 · MSST - MelBand Roformer (KimberleyJensen edition) · melband_vocals_1212SD · sdvdfgefdg · new kim-unwa-ft (chunk_size=529200, overlap=2) · new kim-unwa-ft (chunk_size=485100, overlap=2) · MDX-Net big_beta7 - MDX-Net voc_fv4 Ensemble Algorithm: Max spec/Max spec · BS-Roformer Revive2 · Test 5 · MVSep SCNet XL (vocals, instrum) · MelBandRoformerSYHFTV6Beta1 · voc fv7 · BS-Roformer-Viperx-1297 · bs12.9755_overlap8 · 1196 · Aname New Vocals/Instruments Sep Model · bs12.9755_overlap4 · BS-Roformer 12.97 on MPS | segment 801 | batch size 2 | overlap 2 · STEMS bench · bs_polarformer_msst · 2026-10-06 · bs12.9628_overlap4 · BS-Roformer 12.97 on RTX3060 | segment 1101 | overlap 2 | BigShifts 1 | jarredou Colab mod · true-bs-sdr · Melband Roformer InstVoc Duality V2 (by unwa) | WAV 32-bit | Other · BS-Roformer-Viperx-1297 | Overlap 8 | dim_t 1101 · BS-RoFormer viperx Finetune · Mel-RoFormer Kimberley Jensen on MPS | step 80% | chunk_size 485100. MSST repo · Melband Roformer InstVoc Duality (by unwa) | FLAC | Other · Mel-RoFormer Kimberley | Overlap 8 | dim_t 801 · MelBand Roformer Big SYHFT v1 · MelBandRoformerSYHFTV6Stable · Mel-Band RoFormer + BS-RoFormer (X-Minus 29.04.2024) · SCNet XL IHF (High Fullness) · Mel-Band RoFormer Huge | 1101 | 2 · Gaudio Studio | Vocal Remover | High Quality | WAV export · test_model · GSEP 2025.09 · BS-Roformer 12.97 on MPS | segment 801 | batch size 1 | overlap 2. MSST repo · ONNX BSRoformer · SYHFT v3 · STEMS bench · bsroformer_viperx_1297 · 2026-10-04 · Ripple (lossless) 2-stems · bs_roformer tensorrt · BS Roformer tensorrt · BS-Roformer 12.97 on RTX 3070 Ti | segment 801 | batch size 8 | overlap 2. MSST repo · bs_roformer_vocals_1212SD · Mel-RoFormer Kimberley Jensen on MPS | overlap 1 | dim 801. MSST repo · mel-band-roformer open source version · Mel-RoFormer Kimberley Jensen | Overlap 1 | chunk_size: 352800 · bs12.9755_overlap2 · minoan-kj-base · BS Roformer, viperx edition (2024.03.28, MVSep.com) · sami-api-bs-4track · vocfv7beta2 · BS-Roformer_LargeV1 | 1101 | 8 · BS-Roformer 256 · Mel Band Roformer Xeno by DrYound3r · MelBand Roformer Kim FT · Mel-RoFormer Kimberley Jensen on MPS | step 80% | dim 1101. MSST repo · Test · STEMS bench · melroformer_duality_aname · 2026-10-04 · MelBand Roformer Kim | segment size 512 | overlap 2 | UVR 5.6.1 · SYH Latest Model · Mel-RoFormer Kimberley | Overlap 8 | dim_t 1901 · Amane's Duality Mel RoFormer Model · mel-band-roformer · LALAL.AI (v5 Perseus) · Aname Secret Model V1 · ['unwaBSRoformer_LargeV1'], stereo3c3, fine PrototypeB N6k4 halfwave hh2024.11.23 Hunter Hogan · im a good model v2 · mel-band-roformer-vocals-becruily 2 · Test 3 · SYHFT v5 Beta · Mel-RoFormer Kimberley | Unwa's Big Beta 4 | MelBand Roformer Big Beta 4 (by unwa) | Overlap 2 | dim_t 1101 · idk · inst_fv7b + vocfv7beta3 · MSST - Vocals BS-Roformer Large v1 (by unwa) · Mel-RoFormer Kimberley Jensen on MPS | step 20% | chunk_size 176400. MSST repo · Ripple iOS app (2-stem/320kbps/m4a) · im a good model · Mel-RoFormer Kimberley | Unwa's Big Beta 4 | MelBand Roformer Big Beta 4 (by unwa) | Overlap 8 | dim_t 1101 · Mel-RoFormer Kimberley | Unwa's Big Beta 4 | MelBand Roformer Big Beta 4 (by unwa) · BS-Roformer 12.97 on MPS | segment 801 | batch size 2 | overlap 8 · Mel-Band RoFormer Huge test · Melband roformer · BS-Roformer 12.97 on MPS | segment 256 | batch size 2 | overlap 8 · MelBandFormer · MVSep Ensemble (vocals, instrum) (2024.03.12) · BS-Roformer on MPS | segment 1101 | batch size 2 | overlap 8 · ssss · SCNet Large vocals (2024.08.20, MVSep.com) · Mel-Band-Roformer-small (by unwa) · Amane Vocals Fullness · 3179 · model_mel_band_roformer_ep_84_sdr_12.1831.ckpt · kgv0.0.2 · MelBand Roformer Kim | segment size 2048 | overlap 2 | UVR 5.6.1 · Mel-Roformer Vocal model (by Gabox) · vocfv2 · BS-Roformer-Viperx-1297 + UVR-MDX-NET-Inst HQ 4 - Ensemble Algorithm: Average/Average · Mel-RoFormer Kimberley Jensen on MPS | step 60% | chunk_size 176400. MSST repo · bs12.9755_overlap1 · BS-Roformer 12.97 on T4 | segment 801 | batch size 1 | overlap 1. MSST repo · BS-Roformer 12.97 on MPS | segment 801 | batch size 1 | overlap 1. MSST repo · PolarFormer Beta1 · unwaMelBandRoformerBigBigBeta5e, stereo3c3, fine PrototypeB N6k4 halfwave hh2024.11.24 Hunter Hogan · t5 · Mel-RoFormer Kimberley | Unwa's Big Beta 5e(mphasis fullnes) (by unwa) · Mel-RoFormer Kimberley Jensen on MPS | step 80% | chunk_size 176400. MSST repo · Test 4 · Kimera X · Ripple (lossless) · voc fv6 test 2 · asdsadasdasdasd · fghgh j fgh · Test 2 · voc · MDX23 (latest version) · voc_fv5 · mel_band_roformer_instrumental+vocal (by becruily) | Chunk_size 485100 / Overlap+Batch_size 2 · becruily's melband-rofo vocals · Music.AI | Vocal and Instrumental stems · mel_band_roformer_instrumental+vocal (by becruily) | Chunk_size 485100 / Overlap+Batch_size 2 | added noise · Mel-RoFormer Kimberley | MelBand Roformer Inst v2 (by unwa) · Z0Z_KimberleyJensen, stereo3c3, N8e3, dos llaves, halfwave, hh2024.11.02 Hunter Hogan · model_mel_band_roformer_ep_199_sdr_11.9625.ckpt · BS-Roformer-Viperx-1297 + UVR-MDX-NET-Inst HQ 4 + UVR-MDX-NET-Voc_FT - Ensemble Algorithm: Average/Average · mel_band_roformer_vocals (by becruily) · mel_band_roformer tensorrt fp16 · Mel band Roformer kim ft attempt 3 · MelBand Roformer Kim | segment size 256 | overlap 2 | UVR 5.6.1 · capcut 128k acc · Kimberley Jensen ISMIR 2023 · MVSep Ensemble of 4 models (2023.11.11) · BS Roformer v2 (2024.03.08, MVSep.com) · mbr_inst1+_unwa.ckpt · 10.4147 · 10.3508 · Rifforge model · MDX23C, 8K FFT (2023.11.11, MVSep.com) · MDX23C-8KFFT-InstVoc_HQ + model_vocals_segm_models_sdr_9.77 + UVR-MDX-NET-Voc_FT (0.1 overlap) · MDX23C-8KFFT-InstVoc_HQ + model_vocals_segm_models_sdr_9.77 + UVR-MDX-NET-Voc_FT (0.6 overlap) · older Metal preview model · model_vocals_segm_models_sdr_9.77 + MDX23C-8KFFT-InstVoc_HQ.ckpt team vocalsift @tu-berlin · MVSep Ensemble of 4 models (2023.10.06) · mbr_inst1e+_unwa.ckpt · test 250918 essid · Wondera AI MSS beta 1.0 · melband_roformer_inst_v1 (unwa) · MVSep Ensemble of 4 models (2023.09.15) · secret bands of mel · Ensemble | InstVoc HQ + InstVoc HQ2 + Inst HQ4 + Voc FT | Avg/Avg | MDX-NET Overlap=0.99, MDX23C Overlap=99 · MVSep SCNet small (2024.07.23) · Mel-RoFormer Kimberley | MelBand Roformer Inst v1 (by unwa) · Ensemble | InstVoc HQ + InstVoc HQ2 + Voc FT | Avg/Avg | MDX-NET Overlap=0.99, MDX23C Overlap=99 · roformer-harmoney-5 · MDX23C-InstVoc HQ + MDX23C-InstVoc HQ 2 + UVR-MDX-NET-Inst HQ 4 + UVR-MDX-NET-Voc_FT - Ensemble Algorithm: Average/Average · Ensemble | InstVoc HQ + InstVoc HQ2 + Inst HQ4 + Voc FT | Avg/Avg · Ensemble | InstVoc HQ + InstVoc HQ2 + Inst HQ4 | Avg/Avg · Ensemble | InstVoc HQ + InstVoc HQ2 + Inst HQ4 + Voc FT | Avg/Avg | Denoise Output=Denoise Model · MVSEP-MDX23-Colab Fork v2.2.2 · Mel-Roformer Kim FT | 1101 | 8 | epoch 17:20 · Mel-Roformer Kim FT | 1101 | 8 | epoch 20:20 · MDX23C-InstVoc HQ · MDX23C-8KFFT-InstVoc_HQ + model_vocals_segm_models_sdr_9.77 + UVR-MDX-NET-Voc_FT (0.6 overlap) / No Bigshifts (=1) | team vocalsift · Ensemble | InstVoc HQ + InstVoc HQ2 + Voc FT | Avg/Avg · MDX23C-8KFFT-InstVoc_HQ (segment size: 512 | overlap: 16) · MDX23C-8KFFT-InstVoc_HQ (segment size: 512 | overlap: 16 | denoise: standard) · MDX23C-8KFFT-InstVoc_HQ (segment size: 512 | overlap: 16 | spectral inversion) · MVSep Ensemble of 4 models (2023.08.06) · MDX23C-8KFFT-InstVoc_HQ (segment size: 256 | overlap: 16) · mbr_instfv7+_gabox.ckpt · MDX23C, 8K FFT (2023.09.14, MVSep.com) · MDX23C-8KFFT-InstVoc_HQ (segment size: 512 | overlap: 8) · MDX23C-8KFFT-InstVoc_HQ (segment size: 256 | overlap: 8) · MDX23C-8KFFT-InstVoc_HQ (segment size: 256 | overlap: 8 | denoise: standard) · MDX23C-8KFFT-InstVoc_HQ (segment size: 512 | overlap: 16 | denoise: denoise model on) · MDX23C-8KFFT-InstVoc_HQ (segment size: 768 | overlap: 8) · MDX23C-8KFFT-InstVoc_HQ (segment size: 768 | overlap: 16) · becruily's melband-rofo inst · MDX23C-8KFFT-InstVoc_HQ (segment size: 256 | overlap: 8 | denoise: denoise model on) · MDX23C-8KFFT-InstVoc_HQ (segment size: 256 | overlap: 5) · Ensemble | InstVoc D1581 + InstVoc HQ + InstVoc HQ2 + Voc FT | Avg/Avg · Ensemble | InstVoc HQ + Inst HQ4 + Voc FT | Avg/Avg · inst_gabox2 · mdx23c_vocals_1212SD · Kim Vocal 1 + MDX23C-InstVoc HQ + MDX23C-InstVoc HQ 2 + UVR-MDX-NET-Inst HQ 4 + UVR-MDX-NET-Voc_FT - Ensemble Algorithm: Average/Average · Secret · asdsadasd · BS-SDR · Ensemble | InstVoc HQ + InstVoc HQ2 + Inst HQ3 + Voc FT | Avg/Avg · hySoundScapel · Ensemble | InstVoc HQ2 + Inst HQ4 + Voc FT | Avg/Avg · Bleed Suppressor v1 (by unwa/97chris) · MDX23C-8KFFT-InstVoc_HQ (segment size: 1024 | overlap: 16) · MDX23C-8KFFT-InstVoc_HQ (segment size: 1024 | overlap: 8) · Ensemble | InstVoc D1581 + InstVoc HQ + InstVoc HQ2 + Inst HQ3 + Voc FT | Avg/Avg · Ensemble | InstVoc HQ + Voc FT | Avg/Avg · mdx_overlap_2_laomao · Ensemble | InstVoc D1581 + InstVoc HQ + InstVoc HQ2 + Inst HQ3 | Avg/Avg · S Test v2 · MDX23C-8KFFT-InstVoc_HQ (segment size: 512 | overlap: 2) · Ensemble | InstVoc D1581 + InstVoc HQ + InstVoc HQ2 | Avg/Avg · MDX23C-8KFFT-InstVoc_HQ (segment size: 1024 | overlap: 2) · Kim Vocal 1 + MDX23C-InstVoc HQ + MDX23C-InstVoc HQ 2 + UVR-MDX-NET-Inst HQ 4 + UVR-MDX-NET-Voc_FT + htdemucs - Ensemble Algorithm: Average/Average · MDX23C-8KFFT-InstVoc_HQ (segment size: 256 | overlap: 2) · Ensemble | InstVoc D1581 + InstVoc HQ + Inst HQ3 + Voc FT | Avg/Avg · WLT-MS-Roformer-870M-mp3 · unwa inst v1e (raw) · Ensemble | InstVoc D1581 + InstVoc HQ2 + Inst HQ3 + Voc FT | Avg/Avg · Mel-RoFormer Kimberley | MelBand Roformer Inst v1e(mphasis fullness) (by unwa) · MSST - MelBand Roformer Inst v1e(mphasis fullness) (by unwa) · MDX23C-8KFFT-InstVoc_HQ (segment size: 2048 | overlap: 8) · MDX23C-8KFFT-InstVoc_HQ (segment size: 2048 | overlap: 16) · Cross test idk · MDX23C-8KFFT-InstVoc_HQ (segment size: 2048 | overlap: 2) · MDX23C, 8K FFT (2023.08.06, MVSep.com) · S Test 1 · MDX23C FT · voc fv6 test · hySoundScalpel · MVSEP-MDX23-Colab fork v2.2 · MVsep MDX23 Colab v2.2.1 (by jarredou) · MDX23C_D1581 + Voc FT · BS-Roformer-Inst-EXP-Value-Residual (by unwa) · trt_om_fp16_wav_1 · mdx_overlap_1_om_test · Ensemble | MDX23C_D1581 + Inst HQ3 + Voc FT | Avg/Avg · Ensemble | Kim Vocal 2 + MDX23C_D1581 + Inst HQ3 + Voc FT | Avg/Avg · MDX23C_D1581 + Voc FT | Overlap 0.8 · Ensemble | UVR-MDX-NET-Inst HQ 3 + MDX23C_E70 · Ensemble | Kim Vocal 1 + Kim Vocal 2 + MDX23C_D1581 + Inst HQ3 + Voc FT + htdemucs_ft | Avg/Avg · Kim Vocal 1 + Kim Vocal 2 + Kim Inst + MDX23C_D1581 + Inst HQ3 + Voc FT + htdemucs_ft | UVR Ensemble Avg/Avg · Ensemble | Kim Vocal 2 + MDX23C_D1581 + Voc FT | Avg/Avg · MDX23C, Grow 128, Hop 1024 (2023.07.13, MVSep.com) · Dango.ai 10.0 Vocal Remover (On DangoNet4) · Essid Mel-Band-RoFormer v2 (FT from Kim's Model) · MDX23C_D1581 + Voc FT|Segment Size 256|Overlap Default|23-Overlap 8 · MDX23C Ensemble of 3 models (MVSep.com) · VitLarge23 (2023.10.06, MVSep.com) · Ensemble | MDX23C_D1581 + Inst HQ3 | Avg/Avg · tv0120 · MDX-Net: Voc FT | Overlap 0.99 Segment Size 4096 · UVR-MDX-NET-Voc_FT (segment size: 512 | overlap: 0.95 | denoise standard) · MDX23C, 12K FFT, Full Band, Large Conv, Hop 1024 (MVSep.com) · UVR-MDX-NET-Voc_FT (segment size: 512 | 0.95) · UVR-MDX-NET-Voc_FT (segment size: 1024 | 0.95) · bsroformer_harmony_1202 · HySoundScapel · UVR-MDX-NET-Voc_FT (segment size: 512 | overlap: 0.95 | denoise model) · MDX-Colab | MDX-VOC-FT · UVR-MDX-NET-Voc_FT (segment size: 512 | 0.9) · UVR-MDX-NET-Voc_FT (segment size: 1024 | 0.9) · UVR-MDX-NET-Voc_FT (segment size: 2048 | overlap: 0.95) · Kim Vocal 2 (SRS_b) · ENSEMBLE | Kim Vocal 1 + 2 + Kim Inst + HQ3 + Voc FT + htdemucs_ft | Avg/Avg | Chunks: ON · MDX-Net: Voc FT | Overlap 0.95 Segment Size 4096 · HQ4 · MDX23C, 12K FFT, Full Band, Large Conv (MVSep.com) · UVR-MDX-NET-Voc_FT (segment size: 2048 | overlap: 0.9) · Mel-RoFormer (epoch 3005) · UVR-MDX-NET-Voc_FT (segment size: 256 | overlap: 0.95) · ENSEMBLE | Kim Vocal 1 + 2 + Kim Inst + HQ3 + Voc FT | Avg/Avg | Chunks: ON · Mel-Roformer-Viperx-1143 · STEMS bench · scnet_xl_ihf_msst · 2026-10-06 · UVR-MDX-NET-Voc_FT (segment size: 256 | overlap: 0.9) · Ensemble | Inst HQ2 + 427 + Inst Main + Kim Inst + Kim Vocal 1 + 2 + DemucsFT | Avg/Avg | Chunks Batch | Spectral inversion OFF · MDX23C, 12K FFT, Full Band (MVSep.com) · Ensemble | Inst HQ2 + 427 + Inst Main + Kim Inst + Kim Vocal 1 + 2 + DemucsFT | Avg/Avg | Chunks Auto | Spectral inversion OFF · MDX-Net: Voc FT | Overlap 0.95 Segment Size 12544 · Ensemble | Kim Vocal 2 + Kim Inst + Inst Main + 406 + 427 + htdemucs_ft | Avg/Avg | Chunks Auto · Ensemble | Kim Vocal 2 + Kim Inst + Inst Main + 406 + 427 + htdemucs_ft | Avg/Avg | Chunks Auto | Spectral inversion OFF · Instrumental v6 · MDX-Colab Kim Vocal 2 (SRS) · UVR-MDX-NET-Voc_FT (segment size: 512 | 0.75) · UVR-MDX-NET-Voc_FT (segment size: 1024 | 0.75) · ENSEMBLE | Kim Inst + Inst 3 + HQ2 + HQ3 + Voc FT + htdemucs_ft | Avg/Avg | Chunks: ON · Ensemble | Kim vocal 2 + Kim FT other + Inst Main + 406 + 427 + htdemucs_ft | Avg/Avg | Chunks Batch | Denoise Output ON | Spectral Inversion OFF | WA · SYHFT v2.5 · Ensemble | Kim Vocal 2 + Kim Inst + Inst Main + 406 + 427 + htdemucs_ft | Avg/Avg | Chunks Auto | Spectral inversion ON · UVR-MDX-NET-Voc_FT (segment size: 2048 | overlap: 0.75) · ENSEMBLE | Voc FT + HQ3 (as secondary model: 80%) | Chunks: ON | Volume Compensation: AUTO | Denoise: ON | Spectral inversion: OFF · ENSEMBLE | Voc FT + HQ3 | Chunks: ON | Volume Compensation: AUTO | Denoise: ON | Spectral inversion: OFF · Ensemble | Kim vocal 1 + Kim FT other + Inst Main + 406 + 427 + htdemucs_ft | Volume Compensation: Auto (pre-set optimal) | Avg/Avg | Chunks Batch · Ensemble | Kim vocal 1 + Kim FT other + Inst Main + 406 + 427 + htdemucs_ft | Avg/Avg | Chunks Batch | Denoise Output ON | Spectral Inversion OFF | WA · UVR-MDX-NET-Voc_FT (segment size: 1024 | 0.5) · UVR-MDX-NET-Voc_FT (segment size: 512 | 0.5) · Ensemble | Kim Vocal 2 + Kim Inst + Inst Main + 406 + 427 + Inst HQ 1 | Avg/Avg | Chunks Disabled · UVR-MDX-NET-Voc_FT (segment size: 256 | overlap: 0.75) · UVR-MDX-NET-Voc_FT (segment size: 2048 | overlap: 0.5) · Ensemble | inst_hq1 + kim_inst + kim_vocal_2 + main_427 | Avg/Avg | Batch · ENSEMBLE | Kim Inst + Inst 3 + HQ2 + HQ3 + Voc FT | Avg/Avg | Chunks: ON · UVR-MDX-NET-Voc_FT (segment size: 1024 | 0.25) · Ensemble | Kim vocal 1 + Kim FT other + Inst Main + 406 + 427 + hdemucs_mmi | Avg/Avg | Chunks Batch | Denoise Output ON | Spectral Inversion OFF | WA · Ensemble | inst_hq1 + kim_inst + kim_vocal_2 + main_427 + htdemucs_ft | Avg/Avg | Batch | Spectral Inversion ON · MDX-Net: 292, 496, 406, 427, Kim Vocal 1, Kim Inst + Demucs ft · UVR-MDX-NET-Voc_FT (segment size: 512 | 0.25) · UVR-MDX-NET-Voc_FT (segment size: 2048 | overlap: 0.25) · gabox fullness · MDX B (Kim_Vocals_2.onnx 2023.05.20) · SYHFT v2 · Ensemble | Kim vocal 1 + Kim FT other + Inst Main + 406 + 427 | Avg/Avg | Chunks Batch | Denoise Output ON | Spectral Inversion OFF · UVR-MDX-NET-Voc_FT (segment size: 2048 | overlap: default) · MDX23C_D1581 | Overlap: 8 | Segments: 256 · Ensemble | Kim Vocal 1 + Kim Vocal 2 + Main 427 + htdemucs_Ft | Avg/Avg · Ensemble | Kim Vocal 1 + Kim Vocal 2 + Main 427 + Main 406 + htdemucs_ft | Volume Compensation: Auto | Avg/Avg | Chunks Batch · UVR-MDX-NET-Voc_FT (segment size: 1024 | default) · Ensemble | Kim vocal 1 + Kim FT other + Inst 3 + Inst Main + htdemucs_ft | Avg/Avg | Chunks Batch | Denoise Output ON | Spectral Inversion OFF | WAV · UVR-MDX-NET-Voc_FT (segment size: 256 | overlap: 0.5) · Ensemble | Kim vocal 1 + Inst 3 + Inst HQ 2 + Inst Main + htdemucs_ft | Avg/Avg | Chunks Batch | Denoise Output ON | Spectral Inversion OFF | WAV · Ensemble | Kim vocal 1 + Inst HQ 2 + Main 427 + htdemucs_ft | Avg/Avg | Chunks Batch | Denoise Output ON | Spectral Inversion OFF | WAV · Ensemble | UVR-MDX-NET Inst 3 + Inst Main + Kim_vocal_1 + Inst HQ1 + htdemucs_ft | Avg/Avg | Chunks Batch | Volume Compensat · Ensemble | Kim Inst + Inst 3 + Inst HQ 1 + Inst HQ 2 + Inst full 292 + 406 + 427 + htdemucs_ft | Volume Compensation: Auto | Avg/Avg · MDX-Net: UVR-MDX-NET Inst 3 + UVR-MDX-NET Inst Main + Kim_vocal_1 + Demucs: v4 | htdemucs_ft - Shifts: 2 - Ensemble Algorithm: Avg/Avg | Batch Mode · ENSEMBLE | UVR-MDX-NET Inst 3 + Inst Main + Kim_vocal_1 + Demucs v4 htdemucs_ft | Shifts 2 | Avg/Avg · Ensemble | Kim_vocal_1 + UVR-MDX-NET_427 + Demucs v4 htdemucs_ft + Inst HQ1 | Avg/Avg | Chunks 5 | Volume Compensation 1.035 | Denoise Output ON | Spe · Ensemble | Kim_vocal_1 + UVR-MDX-NET_427 + Demucs v4 htdemucs_ft + Inst HQ1 | Avg/Avg | Chunks 8 | Volume Compensation 1.035 | Denoise Output ON | Spe · Ensemble | UVR-MDX-NET Inst3 + Inst Main + Kim + Demucs ht-ft | Demucs mixer ON | Chunks Disabled | Volume Compensation 1.035 | Denoise Output ON | Sp · Ensemble | Kim_vocal_1 + UVR-MDX-NET_Main_427 + Demucs v4 htdemucs_ft + Inst HQ1 | Avg/Avg | Chunks Batch | Volume Compensation 1.035 | Denoise Output · Ensemble | Kim Vocal 1 + Kim Vocal 2 + htdemucs_ft | Volume Compensation: Auto | Avg/Avg | Chunks Batch · Ensemble | Kim Vocal 1 + Kim Inst + htdemucs_ft | Avg/Avg | Chunks Auto (MDX only) · Ensemble | Kim Vocal 1 + Kim Inst + htdemucs_ft | Avg/Avg | Chunks Auto · UVR-MDX-NET-Voc_FT (segment size: 512 | default) · MDX Instr HQ3 (SRS test2) · Ensemble | Kim Vocal 2 + Main 427 + htdemucs_ft | Volume Compensation: Auto | Avg/Avg | Chunks Batch · Ensemble | Kim vocal 1 + Main 406 + 427 + Inst Main + mmi + htdemucs_ft | Avg/Avg | Chunks Batch | Denoise Output ON | Spectral Inversion OFF | WAV · Ensemble | Kim Vocal 1 + Kim Vocal 2 + Main 427 | Volume Compensation: Auto | Avg/Avg | Chunks Batch · Ensemble | UVR-MDX-NET-Inst HQ 1 + Kim_Vocal_1 + Main 427 | Chunks Auto | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · Ensemble | Kim Vocal 1 + Kim Inst + htdemucs_ft | Avg/Avg | Batch · UVR-MDX-NET-Voc_FT on MPS | { "hop_length": 1024,"segment_size": 256,"overlap": 0.25,"batch_size": 1,"enable_denoise": False } · Ensemble | Kim Vocal 1 + Main 427 + Main 406 + htdemucs_ft | Volume Compensation: Auto | Avg/Avg | Chunks Batch · UVR-MDX-NET-Voc_FT (segment size: 256 | overlap: 0.25) · MDX | Voc FT | Chunks: ON | Volume Compensation: 1.009 | Denoise: ON | Spectral inversion: OFF · MDX | Voc FT | Chunks: ON | Volume Compensation: AUTO | Denoise: ON | Spectral inversion: OFF · Voc FT-Vocal only-32-bit float · old_w1_20241111 · new_w1_20241111 · om_new_model · trt_om_fp16_mp3_2 · UVR-MDX-NET-Inst HQ 3 | Overlap: 0.95 | Segments: 512 · Ensemble | UVR-MDX-NET-Inst HQ 1 + Kim_Vocal_1 + Main 427 | Chunks Disabled | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | · minoan-fast-roformer · MTA test 1 · UVR-MDX-NET-Voc_FT (segment size: 256 | overlap: default | denoise standard) · ENSEMBLE | Kim_vocal_1 + UVR-MDX-NET_Main_427 + Demucs v4 htdemucs_ft | Avg/Avg · ENSEMBLE | Kim_vocal_1 + UVR-MDX-NET_Main_427 + Demucs v4 htdemucs_ft | Avg/Avg | Inverted · Ensemble | Kim_vocal_1 + UVR-MDX-NET_Main + Demucs v4 htdemucs_ft + Inst HQ1 | Avg/Avg | Chunks Batch | Volume Compensation 1.035 | Denoise Output ON · Mel band Roformer kim ft attempt 4 · MDX-Colab | MDX-HQ3-Instr · 30 Best Models · UVR-MDX-NET-Voc_FT (segment size: 256 | overlap: default | denoise model) · ENSEMBLE | Voc FT + HQ3 (as secondary model 20%) | Avg/Avg | Chunks: ON · MDX | Voc FT | Chunks: OFF | Volume Compensation: AUTO | Denoise: ON | Spectral inversion: OFF · Ensemble | MDX'23 Model + Kim Vocal 1 + Kim Vocal 2 + Main 427 | Volume Compensation: Auto | Max/Max | Chunks Batch · Ensemble | Kim Inst + Inst HQ 1 + Inst HQ 2 + htdemucs_Ft | Avg/Avg · MDX23C, 12K FFT, Full Band, 6 Poolings (MVSep.com) · Ensemble | MDX23 Best Model + Kim vocal 1 + Kim FT other + Main 427 + htdemucs_ft | Avg/Avg | Chunks Batch | Denoise Output ON | Spectral Inversion OF · ep222 · UVR-MDX-NET Voc_FT - A5 Settings (stereo processed) · UVR-MDX-NET-Voc_FT (segment size: 256 | overlap: default) · ENSEMBLE | Kim_vocal_1 + UVR-MDX-NET Inst Main + Demucs v4 htdemucs_ft | Avg/Avg · MDX | Kim Vocal 2 | Chunks: ON | Volume Compensation: AUTO | Denoise: ON | Spectral inversion: OFF · Ensemble | UVR-MDX-NET-Inst HQ 1 + Kim_Vocal_1 | Chunks Disabled | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · Kim_Vocal_2 on MPS | { "hop_length": 1024,"segment_size": 256,"overlap": 0.25,"batch_size": 1,"enable_denoise": False } · UVR-MDX-NET Inst HQ 5 | overlap default · Ensemble | MDX'23 Model + Kim Vocal 1 + Kim Vocal 2 + Main 427 | Volume Compensation: Auto | Avg/Avg | Chunks Batch · Kim vocal 2 | Batch Mode · MDX-Colab Kim Vocal 2 no_lp · MDX | Kim_Vocal_1 | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · MDX | Kim_Vocal_1 | Chunks AUTO | Volume Compensation 1.08 | Denoise Output ON | Spectral Inversion OFF · MDX | Kim_Vocal_1 | Chunks AUTO | Volume Compensation AUTO | Denoise Output ON | Spectral Inversion OFF · MDX | Kim_Vocal_1 | Chunks AUTO | Volume Compensation AUTO | Denoise Output ON | Spectral Inversion OFF | WAV>MP3 320 · MDX | Kim_Vocal_1 | Chunks Batch Mode | Margin Size 44100 | Volume Compensation 1.037 | Denoise Output ON | Spectral Inversion OFF · MDX | Inst HQ3 | Chunks: ON | Volume Compensation: AUTO | Denoise: ON | Spectral inversion: OFF · HQ3 Fullband · MDX | UVR-MDX-NET_Main_427 | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · MDX | Inst HQ3 | Chunks Batch | Volume Compensation: AUTO | Denoise: ON | Spectral inversion: OFF · MVsep.com | MDX Type B | MDX Kimberley Jensen 2023.02.12 SDR: 9.30 · Cross test · Four vocal models baseline - ugamii · Izotope RX 12 "best" model · MDX | UVR-MDX-NET Main 427 | Volume Compensation 1.025 · Five model ensemble - ugamii · Ensemble | Kim Vocal 1 + Kim Vocal 2 + Main 427 | Volume Compensation: Auto | Max/Max | Chunks Batch · UVR-MDX-NET-Inst HQ 3 | Chunks Disabled | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · SYHFT · MDX | UVR-MDX-NET_Main_406 | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · MDX: Kim_ft_other | Batch Mode | Volume Compensation 1.020 · MDX: Kim Inst | Batch Mode | Volume Compensation: Auto · MDX: Kim_ft_other | Batch Mode | Volume Compensation 1.018900 · MDX: Kim_ft_other | Batch Mode | Volume Compensation 1.022099 · MDX: Kim_ft_other | Batch Mode | Volume Compensation 1.017 · Cross test 2 · MDX | UVR-MDX-NET_Main_390 | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · MDX | UVR-MDX-NET_Main_438 | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · Four model ensemble v2 - ugamii · MDX: Kim_ft_other | Batch Mode | Volume Compensation 1.020 | Denoise OFF · LANDR Stems (via AudioShake) 2-stems · Kim Vocal 1 + Inst HQ 2 [BEST SDR FOR MAX SPEC] · MDX: Kim_ft_other | Batch Mode · retry_om · DangoAI 9.0 - Accompaniment Vocal Extraction - Intelligence mode · MDX | UVR-MDX-NET-Inst 3 | Chunks Auto | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · MDX | UVR-MDX-NET Inst 3 | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · MDX | UVR-MDX-NET_Main_340 | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · MDX: UVR-MDX-NET Inst HQ 2 | Batch Mode | Volume Compensation 1.033 · MDX: UVR-MDX-NET Inst HQ 2 | Batch Mode | Volume Compensation 1.033 | CPU · MDX: UVR-MDX-NET Inst HQ 2 | Batch Mode · MDX | UVR-MDX-NET Inst 1 | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · Kim Inst ft other (with lp_filter) · MDX | UVR-MDX-NET-Inst 3 | Chunks Batch | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · MDX | UVR-MDX-NET-Inst HQ 1 | Chunks Auto | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · MDX: UVR-MDX-NET Inst HQ 2 | Batch Mode | Volume Compensation 1.020 · Kim Inst ft other (no lp_filter) · MDX | UVR-MDX-NET Inst 2 | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · MDX | Voc FT | Chunks: ON | Volume Compensation: AUTO | Denoise: ON | Spectral inversion: OFF | MP3 128kbps · MDX | UVR-MDX-NET Inst Main | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · scnet_starry_1212SD_vocals · MDX: Inst Main | Batch Mode | Volume Compensation 1.035 · MDX | UVR-MDX-NET-Inst full 386 | Chunks AUTO | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · MDX | UVR-MDX-NET-Inst HQ 1 | Chunks Batch | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · MDX: Kim_ft_other | Batch Mode | Volume Compensation 1.05 · MDX: Inst Main | Batch Mode | Volume Compensation 1.037812 · MDX | UVR-MDX-NET-Inst full 382 | Chunks AUTO | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · KaraFan v1.2.1 - Audio Sub Music · MDX | UVR-MDX-NET-Inst full 403 | Chunks Auto | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · MDX | UVR-MDX-NET Main | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · MDX | UVR-MDX-NET-Inst full 403 | Chunks Batch Mode | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · MDX | UVR-MDX-NET-Inst full 403 | Chunks Batch | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · MDX | UVR-MDX-NET Main | Volume Compensation 1.025 · MDX-Net: UVR-MDX-NET-Inst_1 + MDX-Net: UVR-MDX-NET-Inst_2 + MDX-Net: UVR-MDX-NET-Inst_3 - Ensemble Algorithm: Max Spec/Min Spec · MDX | UVR-MDX-NET-Inst full 338 | Chunks AUTO | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · KaraFan v1.2.1 - Vocals Narrow Band · KaraFan v1.2.1 - Vocals · MDX | full band inst model new epoch 337 | Chunks AUTO | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · MDX | UVR-MDX-NET-Inst full 337 | Chunks Auto | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · HQ3 128kbps · scnet_large_1203 · MDX | UVR-MDX-NET-Inst full 337 | Chunks Batch | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · ENSEMBLE | Kim_vocal_1 + UVR-MDX-NET_Main_427 + Demucs v4 htdemucs_ft | Max/Max · MDX | Inst_full_292 | Chunks AUTO | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · ENSEMBLE | Kim_vocal_1 + UVR-MDX-NET_Main_427 + Demucs v4 htdemucs_ft | Max/Min · MLSLABS Real-time separation · Ensemble | Kim Inst + Inst HQ 1 + Inst HQ 2 + Inst 3 | Volume Compensation: Auto | Max/Max | Chunks Batch · yyy6 · mvsep-beta early test 6/26/2026 · yyy7 · htdemucs_vocals_1212SD · htdemucs · MDX-Net: UVR-MDX-NET-Inst_1 + MDX-Net: UVR-MDX-NET-Inst_2 + MDX-Net: UVR-MDX-NET-Inst_3 - Ensemble Algorithm: Average/Average · scnet · bsconformer · ENSEMBLE | Kim_vocal_1 + UVR-MDX-NET_Main_427 + Demucs v4 htdemucs_ft | Min/Min · ENSEMBLE | Kim_vocal_1 + UVR-MDX-NET_Main_427 + Demucs v4 htdemucs_ft | Min/Max · DTTNet-Pytorch · Ensemble | Kim_vocal_1 + UVR-MDX-NET_Main_427 + Demucs v4 htdemucs_ft + Inst HQ1 | Max/Max | Chunks Batch | Volume Compensation 1.035 | Denoise Output · BSRNN, Demix Pro + Demucs ht [avg] · KaraFan v1.2.1 - Vocals SRS · model_x_new_fade_in · MDX | UVR-MDX-NET 3 | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · MDX | UVR-MDX-NET 1 | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · bsrofomer · yyy3 · MDX | UVR-MDX-NET 2 | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · yyy4 · Izotope RX 12 "better" model · Splitter.ai | 2 Stem X | Power: 0 · Ensemble | Kim_vocal_1 + UVR-MDX-NET_Main_427 + Demucs v4 htdemucs_ft + Inst HQ1 | Min/Min | Chunks Batch | Volume Compensation 1.035 | Denoise Output · MVsep.com | MDX Type B | MDX UVR 2022.01.01 SDR 8.62 · WLT-DTT-000 · MDX | UVR-MDX-NET_Inst_187_beta | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · MDX: Kim_ft_other | Batch Mode | Volume Compensation 1.08 · MDX | UVR-MDXNET_9482 | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · Splitter.ai | 2 Stem X | Power: 50 · Ensemble | Kim_vocal_1 + Instr 3 + Full 403 + Inst HQ 1 + Full 292 + Instr main | Max/Max | Chunks Disabled | Volume Compensation 1.035 | Denoise Outp · UVR-MDX-NET Voc_FT - A5 Settings (L+R channel processed with UVR) · Mixed in Key 11 Pro (11.2.3.7353) (STEM version 5.0 beta). MIK · MVsep.com | MDX Type B | MDX UVR 2022.07.25 SDR 8.51 · Stemz (2 stems output/WAV) · HiDolen's Mini-BS-RoFormer-18M Model · MDX | full band inst model new epoch 309 | Chunks AUTO | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF | WAV · MDX | UVR-MDX-NET_Inst_82_beta | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · Splitter.ai | 2 Stem X | Power: 100 · DEMUCS | v4 htdemucs_ft | Segment Default | Shifts 0 | Overlap 0.99 | Split Mode ON | Combine Stems, Spectral Inversion, Mixer Mode OFF · DEMUCS | v4 htdemucs_ft | Segment Default | Shifts 1 | Overlap 0.99 | Split Mode ON | Combine Stems, Spectral Inversion, Mixer Mode OFF · DEMUCS | v4 htdemucs_ft | Segment Default | Shifts 20 | Overlap 0.75 | Split Mode ON | Combine Stems, Spectral Inversion, Mixer Mode OFF · Demucs 4 ft | 0 shifts | 0.75 overlap | WAV output of UVR | untouched · demucsft (untouched) · demucsft (low cut brickwall @ 100hz) · demucsft (high cut brickwall @ 16000hz) · vocalremover.com_sdr · scnet_masked_small_1203 · GSEP · NovaMSS-Pro (Best Instruments) · WSF_MSST_MelFormer_KJ_Musdb18 · multi-model-A · AudioStrip.co.uk · TEST-03 · HTdemucs（vocal）test · KTMicro BSRF v1 · KTMicro BSRNC v1 · DEMUCS | v4 htdemucs_6s | Segment DEFAULT | Shifts 2 | Overlap 0.25 | Enable Chunks OFF | Split Mode OFF | Combine Stems OFF | Spectral Inversion OFF · MDX | UVR-MDX-NET_Inst_90_beta | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · demucs_6s_om_test · NAP · neoculture's mel roformer · Aname's Full Scratch Mel-Band Roformer · WLT-DTT-001 · om_old_model · NovaMSS-Pro (Best Vocals) · roformer supersmall · Mel-RoFormer Kimberley | Overlap 9 | dim_t 801 · dill test 2 · WLT_DTT_002 · test1 · ENSEMBLE | 9_HP2-UVR + Inst HQ3 + htdemucs_6s + Secondary Model - Vocals/Instr [MDX-Inst_full_292] [50%] | Min/Max | Chunks: ON · org_vocal_sdr · hySoundScalpel(commit 2) · LALAL.AI (2 stems) | Processing level: Mild · KTMicro BSR v1 · LALAL.AI (2 stems) | Processing level: Normal · LALAL.AI (2 stems) | Processing level: Aggressive · KTMicro DS v4.0b · NoteBurner AI splitter · sami api · UVR model 0_HP2-4BAND-3090_4band_arch-500m_1 (agg: 0.3) · MVSep Vocal Model (20.12.2022) · VR | 7_HP2-UVR | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · VR | 3_HP-Vocal-UVR | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · bs c2 · VR | 2_HP-UVR | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · KTMicro DS v3.3 · 260320_test · t6 · WLT-HTDemucs-C2-ORG · VR | 9_HP2-UVR | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · VR | 1_HP-UVR | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · t7 · VR | 8_HP2-UVR | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · VR | 14_SP-UVR-4B-44100-2 | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · VR | 4_HP-Vocal-UVR | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · VR | 13_SP-UVR-4B-44100-1 | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · WLT-MS-Roformer-03M-quant-206 · VR | 15_SP-UVR-MID-44100-1 | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · VR | 16_SP-UVR-MID-44100-2 | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · WLT-MS-Roformer-11M-S1-F10-E2 · WLT-MS-Roformer-11M-prune-401 · WLT-MS-Roformer-11M-prune-225 · KTMicro DS v3.1 · WLT-MS-Roformer-03M-quant-216 · WLT-MS-Roformer-03M-quant-226 · WLT-MS-Roformer-17M-S1-cas299-10-E12 · VR | MGM_LOWEND_A_v4 | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · WLT-MS-Roformer-03M-quant-256 · bytesep (bytedance, 2021 checkpoint) · WLT-MS-Roformer-11M-prune-235 · VR | 12_SP-UVR-3B-44100 | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · Mel Band Conformer Test v1 · KTMicro DS v3 · WLT-MS-Roformer-17M-S1-cas299-10-E5 · VR | 11_SP-UVR-2B-32000-2 | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · VR | 10_SP-UVR-2B-32000-1 | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · WLT-MS-Roformer-17M-S1-E16 · VR | MGM_LOWEND_B_v4 | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · VR | MGM_MAIN_v4 | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · WLT-MS-Roformer-17M-S1-cas1 · WLT-BS-Roformer-705 · Izotope RX 12 "real-time" model · WLT-BS-Roformer-703 · stem 1.5M 2c · WLT-HTDemucs-C2-R0-H124-F4-L · WLT-HTDemucs-C2-R0-H124-F4-A · WLT-HTDemucs-C2-R0-H124-F4-n · VR | MGM_HIGHEND_v4 | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · WLT-BS-Roformer-723 · 10_sp-uvr-2b-32000-1.ckpt · WLT-BS-Roformer-713 · mdx23c_new_1202 · WLT-BS-Roformer-743 · BS BiMamba UNet - instr.io · WLT-BS-Roformer-715 · WLT-811-L5 · KTMicro DS v2 · MDX | UVR-MDX-NET Karaoke | Chunks AUTO | Margin Size 44100 | Volume Compensation 1.035 | Denoise Output ON | Spectral Inversion OFF · Spleeter (2 stems) · WLT-DTT-003 · WLT-812-L4 · WLT-BS-Roformer-733 · WLT-HTDemucs-C2-R1-H128-L · WLT-HTDemucs-C2-R0-H124-F4 · WLT-813-L3 · VR | 6_HP-Karaoke-UVR | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · Ensemble | 16khz cutoff | Kim_vocal_1 + UVR-MDX-NET_427 + Demucs v4 htdemucs_ft + Inst HQ1 | Avg/Avg | Chunks Batch | Volume Compensation 1.035 | Deno · VR | 5_HP-Karaoke-UVR | Window Size 512 | Aggression Setting 10 | Crop Size 256 | Enable TTA ON | Post-Process OFF | High-End Process ON · WLT-HTDemucs-C2-R1-H128 · MuVR v4 (Tangepon) · BMBFT · WLT-MS-Roformer-10M-S1-F10-E10 · WLT-MB-Roformer-30M · AudioMint 1.1.3 · AudioSep (vocals prompt) · ZeroSep (prompt vocals) · MDX | Voc FT | Chunks: ON | Volume Compensation: AUTO | Denoise: ON | Spectral inversion: OFF | WAV Lowpass @ 16khz · MDX | Voc FT | Chunks: ON | Volume Compensation: AUTO | Denoise: ON | Spectral inversion: OFF | WAV Lowpass 16khz · sc_bsr_vocals_only_reupload · BS-Roformer Large v2 Inst r2 · BS-Roformer FNO 2 · BS-Roformer FNO · BS-Roformer Large v2 Inst · BS-Roformer Inst HyperACEv2 · melband_instrum_1212SD · BS-Roformer HyperACE HF · BS-Roformer Resurrection Inst · bs_roformer_instrum_1212SD · Inst_GaboxFV10 · small_inst · AG89 fv10 finetune · new · new2 · Mel inst drei · Inst v1+ test · INSTV7N · inst v1e+ · Bv4 · fv10 · Inst_GaboxFv7z · fv9 · Inst_Bv3 · inst fv8b · bv4 · Inst_Fv8 · inst_fv8 · Inst_GaboxFv8 (updated) · inst fv9 · Inst FV8 ALT · Inst FV8 · inst v7 plus · Inst Fv9 / Bv4? · inst_gabox3 · FVX · Bv1 · testv7v3 · Bleed Suppressor v1 (by unwa/97chris) on top of Inst v1 (by unwa) output · Mel-Roformer Instrumental model F (by Gabox) · unwa inst-v1e (phase fixed with Kim model) · unwa inst-v1e (phase fixed with Kim model) · mdx_instrum_1218SD · INSTV7 · test_imtired · inst5 · test_bledless · mel_band_roformer_instrumental (by becruily) · inst v7 · Bv2 · depression · Mel-Roformer Instrumental model (by Gabox) · instv6 · test_inst_v4 · inst4 · instv7v2 · v7 · fullness model v3 · inst2 · inst v1e + mvsep ensemble · inst3 · inst · · Essid Mel-Band Roformer Inst (FT from Kim's model) · v2e (joke model) · ht_instrum_1218SD · new lao mao · KaraFan v1.2.1 - Music Extract · KaraFan v1.2.1 - Music · inst test · htdemucs_instrum_1212SD · mdx23c_instrum_1212SD · scnet_starry_1212SD_instrum · scnet_instrum_1218SD
Развёртываемых 26 / исходных строк 127 · Проверено: 2026-10-25
Для этих экспериментов не проверен полный открытый пакет инференса. Другие веса модели с тем же именем не подходят.
Mel-RoFormer (Karaoke / Duet) · Ensemble of 5 Karaoke Models (2026.10) · MVSep Lead/Back BS Roformer 124 bands (2026.10) Overlap: 8 · MVSep Lead/Back BS Roformer 124 bands (2026.10) · BS-Kar-Gabox_IS + BS-Kar-Frazer&Becruily + BS-Kar-Anvuew + BS-Kar-ByMVSepTeaм (AVG) · MVSep Lead/Back BSRoformer (2025.09) · deux karaoke · BSkarfrazerBecruily+BSkarMVSEP+MBkarGaboxV2 · BS-karaoke-Frazer&Becruily + BS-Karaoke-Anvuew (AVG) · BS-Kar-FrazerBecruily+MB-Kar-Becruily+BS-Kar-byMVSepTeam · BSFrazerBecruily + MBBecruily · BS Roformer Karaoke by anvuew · karaoke gabox · BS-Kar-Gabox_IS + BS-Kar-Frazer&Becruily + BS-Kar-Anvuew (Max Spec) · BS-Roformer Karaoke anvuew · sami-bytedance · KarGaboxV2+KarAufr33ViperX+KarFrazerBecruily +KarBecruily Average/Average · BS-Roformer Karaoke (frazer & becruily) · BS Roformer Karaoke Gabox · gilliaan mbrofo karaoke V1 · MVSep Karaoke MelBand Roformer (fused model gabox + aufr33/viperx) · gilliaan_melroformer_karaoke_v1 · karaoke_gaboxv2 · karaoke gabox v1 · Ensemble (MelBand Roformer aufr33 and becruily) · BS PolarFormer SoloVoice TEST29 · BSPolafFormer SoloVoice Ensemble V1+V2 · MelBand_Karaoke_BVE_Gonzaluigi · Small Karaoke Gabox&Aufr · gabox_frazer&becruily_anvuew fused model · roformer-harmoney-5 · SCNet BVE · SCNet BVE + MelRoformer BVE · MelBand Roformer Karaoke by becruily · BSPFSV TEST 42 · SCNet BVE + MelRoformer BVE + Becruily Karaoke · last_bs_roformer by gabox · Potato · BS-RoFormer Karaoke · BSPFSV TEST 40 · BS PolarFormer SoloVoice TEST39 · BSPFSV TEST 41 · roformer-harmoney-2 · BSPolafFormer SoloVoice TEST№2 · BSPolafFormer SoloVoice TEST№4 · BSPolafFormer SoloVoice TEST№3 · roformer-harmoney-3 · BSPolafFormer SoloVoice TEST · MelBand Roformer Karaoke by aufr33 и viperx · Fuzed BS-kar-Frazer\Becruily + BS-kar-Anvuew 0.5/0.5 · BSPFSV TEST 43 · MelRoformer BVE · test_lead_back_0907 · MelBand Roformer Karaoke by aufr33 и viperx (extract from vocals) · MelBand Roformer Karaoke by becruily (extract from vocals) · 111521 · Diff-VS (Karaoke / Duet) · roformer_harmoney · tf-yingmusic-3-stem · BS PolarFormer Karaoke TEST15 · Karaoke 7 · gilliaan_bsroformer_deeffect_v1beta · DeMIX Pro (extract from vocals) · MDX-B (Karaoke, extract from vocals) · Karaoke 8 · Mel Band RoFormer Duet · DeMIX Pro · BS PolarFormer Karaoke TEST6 · BS PolarFormer Karaoke TEST5 · MDX-B (Karaoke) · BS PolarFormer Karaoke TEST7 · Karaoke6 · BS PolarFormer Karaoke TEST10 · MelBand Karaoke Fusion Total by Gonzaluigi Nyan · BS PolarFormer Karaoke TEST11 · BS PolarFormer Karaoke TEST8 · BS PolarFormer Karaoke TEST13 · BS PolarFormer Karaoke TEST9 · BS PolarFormer Karaoke TEST14 · BS PolarFormer Karaoke TEST12 · HTDemucs - wesleyr36 · UVR Karaoke model (karokee_4band_v2_sn) · BVEv1+BVEv2Aufr33 Avg · UVR Karaoke model (HP-KAROKEE-MSB2-3BAND-3090) · Karaoke 5 · BS PolarFormer Karaoke TEST4 · BS PolarFormer Karaoke TEST3 · BS PolarFormer Karaoke TEST2 · Karaoke 4 · Kimberley Jensen MelBand Roformer (Vocal model) · BS PolarFormer Karaoke TEST1 · MelBand Roformer by becruily · MelBand Roformer by becruily (moddifed) · MelBand Roformer Karaoke by Gabox (moddifed) · MelBand Roformer Karaoke by Gabox · UVR Back Vocals model (UVR-BVE-4B_SN-44100-1) · becruily karaoke high fullness
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