人聲、和聲與伴奏處理

資料集、版本和條件分別列出，未納入排行的評測也保留來源。

• MVSEP · 多曲目測試集 (Multisong) ↗

  可部署項目 238 / 原表 1394 · 資料核對：2026-10-25

  未報告或無適用參考 · 12

  • #441 · កម្មស្នេហ៍ស្រីអាំ · -
  • #990 · · -
  • #2499 · MDX B (Kim_Inst.onnx 2023.05.20) · -
  • #3067 · · -
  • #3233 · multisong_dataset · -
  • #3841 · MDX: Kim Inst, Kim Vocal 2, Inst HQ 3, Voc FT. Demucs: v4 htdemucs_ft · -
  • #4581 · Kim Voc Ft + UVR karaoke v2 · -
  • #7299 · lettera · -
  • #10061 · neoinstbeta · -
  • #10383 · bs-roformer only instrum · -
  • #10795 · Apollo enhanced · -
  • #10906 · Stereoize · -
  未納入排行：1156 項

  以下實驗尚未核實完整的公開推論套件；同名模型的其他權重不能替代。

  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

• MVSEP · 主唱 / 和聲 ↗

  可部署項目 26 / 原表 127 · 資料核對：2026-10-25

  未納入排行：101 項

  以下實驗尚未核實完整的公開推論套件；同名模型的其他權重不能替代。

  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