Temporal Action Segmentation on 50Salads
90.3AccuracyMCFM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MCFM2024.12 | 90.3 | 90.6 | 89.5 | 84.2 | 84.6 | 87.8 | — | — | |
| ActFusion2024.12 | 89.3 | 91.6 | 90.7 | 84.8 | 86 | 88.5 | — | — | |
| DiffAct2024.12 | 88.9 | 90.1 | 89.2 | 83.7 | 85 | 87.4 | — | — | |
| BrPrompt2024.12 | 88.1 | 89.2 | 87.8 | 81.3 | 83.8 | 86 | — | — | |
| LTContext2024.12 | 87.7 | 89.4 | 87.7 | 82 | 83.2 | 86 | — | — | |
| DiffActInference Setting=offline, Post-processing=false2024.11 | 87.4 | 90.1 | 89.2 | 83.7 | 88.9 | — | — | — | |
| UVAST2024.12 | 87.4 | 89.1 | 87.6 | 81.7 | 83.9 | 85.9 | — | — | |
| DPRN2024.12 | 87.2 | 87.8 | 86.3 | 79.4 | 82 | 84.5 | — | — | |
| DTL2024.12 | 86.9 | 87.1 | 85.7 | 78.5 | 80.5 | 83.7 | — | — | |
| C2F-TCNArchitecture Type=Complex, Base Backbone Model=C2F-TCN2026.04 | 86.63 | 84.03 | 82.65 | 74.37 | 76.76 | — | — | — | |
| TCTr2024.12 | 86.6 | 87.5 | 86.1 | 80.2 | 83.4 | 84.8 | — | — | |
| SEDT2024.12 | 86.5 | 89.9 | 88.7 | 81.1 | 84.7 | 86.2 | — | — | |
| FACT + OursArchitecture Type=Complex, Base Backbone Model=FACT2026.04 | 86.44 | 83.17 | 81.29 | 76.56 | 77.56 | — | — | — | |
| FAMMSDTN2024.12 | 86.4 | 86.2 | 84.4 | 77.9 | 79.9 | 83 | — | — | |
| C2F-TCN + OursArchitecture Type=Complex, Base Backbone Model=C2F-TCN2026.04 | 86.18 | 85.2 | 81.97 | 74.97 | 78.55 | — | — | — | |
| Baseline [45]reproduced=false, refinement=false2023.12 | 86.1 | 83.8 | 81.7 | 74.8 | 76.5 | — | — | — | |
| ASFormerre-prod.=true, refinement=false, grammar induction=none2023.12 | 86.1 | 83.8 | 81.7 | 74.8 | 76.5 | — | — | — | |
| ASFormerInference Setting=offline, Post-processing=false2024.11 | 85.6 | 85.1 | 83.4 | 76 | 79.6 | — | — | — | |
| ASFormer2024.12 | 85.6 | 85.1 | 83.4 | 76 | 79.6 | 81.9 | — | — | |
| OriginalBackbone=ASFormer2025.03 | 85.6 | 85.1 | 83.4 | 76 | 79.6 | — | — | — | |
| RF-BCNBackbone=BCN2022.06 | 85.5 | 85.8 | 83.6 | 76.5 | 78.1 | — | — | — | |
| FACTArchitecture Type=Complex, Base Backbone Model=FACT2026.04 | 85.47 | 82.89 | 80.94 | 75.52 | 76.7 | — | — | — | |
| KARIreproduced=true, refinement=true2023.12 | 85.3 | 85.4 | 83.8 | 77.4 | 79.9 | — | — | — | |
| ASFormerre-prod.=true, refinement=true, grammar induction=KARI2023.12 | 85.3 | 85.4 | 83.8 | 77.4 | 79.9 | — | — | — | |
| ASFormer + KARI2024.12 | 85.3 | 85.4 | 83.8 | 77.4 | 79.9 | 82.4 | — | — | |
| w/o constraintsSupervision Setting=Fully-supervised, Backbone=ASFormer2026.05 | 85 | 83.4 | 80.8 | 74.6 | 75.7 | — | — | — | |
| ASRF2020.07 | 84.5 | 84.9 | 83.5 | 77.3 | 79.3 | — | — | — | |
| ASRFSupervision=Full2021.03 | 84.5 | 84.9 | 83.5 | 77.3 | 79.3 | — | — | — | |
| ASRF2024.12 | 84.5 | 84.9 | 83.5 | 77.3 | 79.3 | 81.9 | — | — | |
| BCNSupervision=Full2021.03 | 84.4 | 82.3 | 81.3 | 74 | 74.3 | — | — | — | |
| BCN2022.06 | 84.4 | 82.3 | 81.3 | 74 | 74.3 | — | — | — | |
| BCN2024.12 | 84.4 | 82.3 | 81.3 | 74 | 74.3 | 79.3 | — | — | |
| UARL2024.12 | 84.1 | 85.3 | 83.5 | 77.8 | 78.2 | 81.8 | — | — | |
| HASR2024.12 | 83.9 | 86.6 | 85.7 | 78.5 | 81 | 83.1 | — | — | |
| MS-TCN++Supervision=Full2021.03 | 83.7 | 80.7 | 78.5 | 70.1 | 74.3 | — | — | — | |
| MS-TCN++2022.06 | 83.7 | 80.7 | 78.5 | 70.1 | 74.3 | — | — | — | |
| MS-TCN++2024.12 | 83.7 | 80.7 | 78.5 | 70.1 | 74.3 | 77.5 | — | — | |
| KARI*Supervision Setting=Fully-supervised, Backbone=ASFormer2026.05 | 83.3 | 83.8 | 81.8 | 74.7 | 76.4 | — | — | — | |
| SSTDALabeled training data percentage=100%2020.03 | 83.2 | 83 | 81.5 | 73.8 | 75.8 | — | — | — | |
| SSTDA2024.12 | 83.2 | 83 | 81.5 | 73.8 | 75.8 | 79.5 | — | — | |
| MTDA2024.12 | 83.2 | 82 | 80.1 | 72.5 | 75.2 | 78.6 | — | — | |
| OursSupervision Setting=Fully-supervised, Backbone=ASFormer2026.05 | 82.9 | 84.8 | 83.1 | 76 | 78.6 | — | — | — | |
| MS-TCN + GTRM2020.07 | 82.6 | 75.4 | 72.8 | 63.9 | 67.5 | — | — | — | |
| GTRM2024.12 | 82.6 | 75.4 | 72.8 | 63.9 | 67.5 | 72.4 | — | — | |
| OurssemiInference Setting=semi-online, Post-processing=false2024.11 | 82.4 | 43 | 41.1 | 34.7 | 32.8 | — | — | — | |
| RF-MS-TCNBackbone=MS-TCN2022.06 | 82.2 | 80.3 | 78 | 69.8 | 73.4 | — | — | — | |
| Global2local2024.12 | 82.2 | 80.3 | 78 | 69.8 | 73.4 | 76.7 | — | — | |
| MS-TCNsource=official code2020.03 | 82.1 | 75.4 | 73.4 | 65.2 | 68.9 | — | — | — | |
| MS-TCNInference Setting=offline, Post-processing=false2024.11 | 81.2 | 72.8 | 70.4 | 61.7 | 65.8 | — | — | — | |
| Generative Network InversionBackbone=ASFormer2025.03 | 81.2 | 77 | 73.8 | 64.7 | 68.9 | — | — | — | |
| MS-TCN + OursArchitecture Type=Standard, Base Backbone Model=MS-TCN2026.04 | 81.17 | 77.44 | 75.22 | 67.31 | 70.29 | — | — | — | |
| MS-TCNFeatures=I3D2019.03 | 80.7 | 76.3 | 74 | 64.5 | 67.9 | — | — | — | |
| SSTDALabeled training data percentage=65%2020.03 | 80.7 | 77.7 | 75 | 66.2 | 69.3 | — | — | — | |
| MS-TCN2020.07 | 80.7 | 76.3 | 74 | 64.5 | 67.9 | — | — | — | |
| MS-TCNSupervision=Full2021.03 | 80.7 | 76.3 | 74 | 64.5 | 67.9 | — | — | — | |
| MS-TCN2022.06 | 80.7 | 76.3 | 74 | 64.5 | 67.9 | — | — | — | |
| MS-TCNre-prod.=false, refinement=false, grammar induction=none2023.12 | 80.7 | 76.3 | 74 | 64.5 | 67.9 | — | — | — | |
| MS-TCN2024.12 | 80.7 | 76.3 | 74 | 64.5 | 67.9 | 72.7 | — | — | |
| MS-TCN + BPGaussian2020.07 | 80.6 | 78.4 | 75.8 | 66.7 | 71 | — | — | — | |
| OriginalBackbone=MS-TCN2025.03 | 80.6 | 69.9 | 67.4 | 59 | 63.1 | — | — | — | |
| MS-TCNInference Setting=offline, Post-processing=true2024.11 | 80.4 | 82 | 79.2 | 70.2 | 74.1 | — | — | — | |
| OurssemiInference Setting=semi-online, Post-processing=true2024.11 | 79.4 | 82.5 | 80.2 | 68 | 75 | — | — | — | |
| MS-TCNArchitecture Type=Standard, Base Backbone Model=MS-TCN2026.04 | 79.11 | 73.96 | 71.42 | 62.12 | 66.29 | — | — | — | |
| OursonlineInference Setting=online, Post-processing=false2024.11 | 79.1 | 38.5 | 35.5 | 28.3 | 29 | — | — | — | |
| ADIOS-ORreproduced=false, refinement=true2023.12 | 78.9 | 72 | 70.1 | 62.4 | 61.1 | — | — | — | |
| ASFormerre-prod.=true, refinement=true, grammar induction=ADIOS-OR2023.12 | 78.9 | 72 | 70.1 | 62.4 | 61.1 | — | — | — | |
| Richard et al.reproduced=false, refinement=true2023.12 | 78.7 | 73.1 | 70.5 | 62.9 | 63.1 | — | — | — | |
| Kuehne et al.reproduced=false, refinement=true2023.12 | 78.6 | 73 | 70.6 | 63 | 62.9 | — | — | — | |
| MS-TCNre-prod.=true, refinement=true, grammar induction=KARI2023.12 | 76.7 | 75.1 | 73.2 | 60.8 | 66.7 | — | — | — | |
| OursonlineInference Setting=online, Post-processing=true2024.11 | 76.7 | 73.1 | 70.5 | 62.8 | 69.2 | — | — | — | |
| ADIOS-ANDreproduced=false, refinement=true2023.12 | 76.2 | 70 | 68 | 59.4 | 58.3 | — | — | — | |
| ASFormerre-prod.=true, refinement=true, grammar induction=ADIOS-AND2023.12 | 76.2 | 70 | 68 | 59.4 | 58.3 | — | — | — | |
| Generative Network Inversion†Backbone=ASFormer2025.03 | 76.2 | 73.1 | 68.8 | 58.5 | 65 | — | — | — | |
| OursSupervision=Timestamps2021.03 | 75.6 | 73.9 | 70.9 | 60.1 | 66.8 | — | — | — | |
| Encoded†Backbone=ASFormer2025.03 | 75.6 | 67.7 | 64.2 | 53.5 | 60.1 | — | — | — | |
| MS-TCNre-prod.=true, refinement=false, grammar induction=none2023.12 | 75.2 | 69.5 | 65.3 | 55.7 | 62.4 | — | — | — | |
| Causal TCNInference Setting=online, Post-processing=false2024.11 | 75.2 | 26.8 | 24.4 | 19.6 | 19.6 | — | — | — | |
| Generative Network InversionBackbone=MS-TCN2025.03 | 74.4 | 65.1 | 61 | 50.2 | 59.5 | — | — | — | |
| MS-TCNre-prod.=true, refinement=true, grammar induction=ADIOS-OR2023.12 | 74.2 | 69.1 | 66.9 | 57.2 | 61.9 | — | — | — | |
| Seg. Model M + plateauSupervision=Timestamps2021.03 | 73.9 | 71.2 | 68.2 | 56.1 | 62.6 | — | — | — | |
| ASFormerre-prod.=false, refinement=false, grammar induction=none2023.12 | 73.5 | 76 | 70.6 | 57.4 | 75 | — | — | — | |
| Generative Network Inversion†Backbone=MS-TCN2025.03 | 72.8 | 65.2 | 61.3 | 51.3 | 59.8 | — | — | — | |
| MS-TCNre-prod.=true, refinement=true, grammar induction=ADIOS-AND2023.12 | 72.5 | 66.4 | 63.8 | 52.9 | 56.8 | — | — | — | |
| LCDC2020.03 | 72.1 | 73.8 | — | — | 66.9 | — | — | — | |
| Encoded†Backbone=MS-TCN2025.03 | 72.1 | 63.2 | 60 | 49.3 | 58.2 | — | — | — | |
| MeanBackbone=ASFormer2025.03 | 71.6 | 56.6 | 52.5 | 43.4 | 49.8 | — | — | — | |
| EncodedBackbone=ASFormer2025.03 | 71.2 | 55 | 50.4 | 40.2 | 45.4 | — | — | — | |
| CoresetBackbone=ASFormer2025.03 | 69.4 | 56.6 | 52.9 | 39.6 | 46.8 | — | — | — | |
| MeanBackbone=MS-TCN2025.03 | 69 | 50 | 46.1 | 37.4 | 42.7 | — | — | — | |
| EncodedBackbone=MS-TCN2025.03 | 69 | 50.6 | 46 | 37.4 | 43.6 | — | — | — | |
| TDRNFeatures=I3D2019.03 | 68.1 | 72.9 | 68.5 | 57.2 | 66 | — | — | — | |
| TDRN2020.03 | 68.1 | 72.9 | 68.5 | 57.2 | 66 | — | — | — | |
| TDRN2020.07 | 68.1 | 72.9 | 68.5 | 57.2 | 66 | — | — | — | |
| TDRN2022.06 | 68.1 | 72.9 | 68.5 | 57.2 | 66 | — | — | — | |
| TricorNet2022.06 | 67.5 | 70.1 | 67.2 | 56.6 | 62.8 | — | — | — | |
| TRN2022.06 | 66.9 | 70.2 | 65.4 | 56.3 | 63.7 | — | — | — | |
| TCABackbone=ASFormer2025.03 | 66.8 | 52.2 | 47.3 | 36.6 | 44 | — | — | — | |
| TResNet2022.06 | 66 | 69.2 | 65 | 54.4 | 60.5 | — | — | — | |
| ED-TCNFeatures=I3D2019.03 | 64.7 | 68 | 63.9 | 52.6 | 59.8 | — | — | — | |
| ED-TCN2020.07 | 64.7 | 68 | 63.9 | 52.6 | 59.8 | — | — | — |