Action Segmentation on 50Salads
24.8Edit DistanceSpatial CNN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Spatial CNN2021.01 | 24.8 | 32.3 | 27.1 | 18.9 | 54.9 | — | |
| Dilated TCN2021.01 | 43.1 | 52.2 | 47.6 | 37.4 | 59.3 | — | |
| IDT+LM2021.04 | 45.8 | 44.4 | 38.9 | 27.8 | 48.7 | — | |
| IDT+LM2021.10 | 45.8 | 44.4 | 38.9 | 27.8 | 48.7 | — | |
| ST-CNN2021.04 | 45.9 | 55.9 | 49.6 | 37.1 | 59.4 | — | |
| ST-CNN2021.01 | 45.9 | 55.9 | 49.6 | 37.1 | 59.4 | — | |
| ST-CNN2021.10 | 45.9 | 55.9 | 49.6 | 37.1 | 59.4 | — | |
| TUnet2021.01 | 50.6 | 59.3 | 55.6 | 44.8 | 60.6 | — | |
| Bi-LSTM2021.04 | 55.6 | 62.6 | 58.3 | 47 | 55.7 | — | |
| Bi-LSTM2021.01 | 55.6 | 62.6 | 58.3 | 47 | 55.7 | — | |
| Bi-LSTM2021.10 | 55.6 | 62.6 | 58.3 | 47 | 55.7 | — | |
| ED-TCN2021.04 | 59.8 | 68 | 63.9 | 52.6 | 64.7 | — | |
| ED-TCN2021.01 | 59.8 | 68 | 63.9 | 52.6 | 64.7 | — | |
| ED-TCN2021.10 | 59.8 | 68 | 63.9 | 52.6 | 64.7 | — | |
| TResNet2021.01 | 60.5 | 69.2 | 65 | 54.4 | 66 | — | |
| TricorNet2021.04 | 62.8 | 70.1 | 67.2 | 56.6 | 67.5 | — | |
| TricorNet2021.01 | 62.8 | 70.1 | 67.2 | 56.6 | 67.5 | — | |
| TRN2021.01 | 63.7 | 70.2 | 65.4 | 56.3 | 66.9 | — | |
| TDRN2021.04 | 66 | 72.9 | 68.5 | 57.2 | 68.1 | — | |
| TDRN2021.01 | 66 | 72.9 | 68.5 | 57.2 | 68.1 | — | |
| TDRN2021.10 | 66 | 72.9 | 68.5 | 57.2 | 68.1 | — | |
| TDRN2022.09 | 66 | 72.9 | 68.5 | 57.2 | 68.1 | — | |
| MSTCN+GTRM2020.12 | 67.5 | 75.4 | 72.8 | 63.9 | 82.6 | — | |
| GTRM2023.03 | 67.5 | 75.4 | 72.8 | 63.9 | 82.6 | 72.4 | |
| MSTCN2020.12 | 67.9 | 76.3 | 74 | 64.5 | 80.7 | — | |
| MS-TCN2021.04 | 67.9 | 76.3 | 74 | 64.5 | 80.7 | — | |
| MS-TCN2021.01 | 67.9 | 76.3 | 74 | 64.5 | 80.7 | — | |
| MS-TCN2021.10 | 67.9 | 76.3 | 74 | 64.5 | 80.7 | — | |
| MS-TCN2022.05 | 67.9 | 76.3 | 74 | 64.5 | 80.7 | — | |
| VCOPBaseline Model=MS-TCN2020.03 | 68.4 | 75.8 | 73.8 | 65.9 | — | — | |
| MS-TCNTraining Mode=Source only2020.03 | 68.9 | 75.4 | 73.4 | 65.2 | — | — | |
| Singhania et al.2022.09 | 69.2 | 76.6 | 73 | 62.5 | 80.1 | — | |
| SSA-GAN2021.10 | 69.8 | 74.9 | 71.7 | 67 | 73.3 | — | |
| SSA-GAN2022.09 | 69.8 | 74.9 | 71.7 | 67 | 73.3 | — | |
| MCDBaseline Model=MS-TCN2020.03 | 70.8 | 78.2 | 75.5 | 67.1 | — | — | |
| SWDBaseline Model=MS-TCN2020.03 | 71.6 | 78.2 | 76.2 | 67.4 | — | — | |
| DANNBaseline Model=MS-TCN2020.03 | 72 | 79.2 | 77.8 | 70.3 | — | — | |
| DTGRM2020.12 | 72 | 79.1 | 75.9 | 66.1 | 80 | — | |
| DTGRM2021.10 | 72 | 79.1 | 75.9 | 66.1 | 80 | — | |
| DTGRM2022.09 | 72 | 79.1 | 75.9 | 66.1 | 80 | — | |
| MSTNBaseline Model=MS-TCN2020.03 | 72.1 | 79.3 | 77.6 | 71.5 | — | — | |
| MADABaseline Model=MS-TCN2020.03 | 72.4 | 79.6 | 77.4 | 70 | — | — | |
| Ours-MS-TCNbaseline=MS-TCN2021.01 | 73.4 | 80.3 | 78 | 69.8 | 82.2 | — | |
| Gao et al.2021.10 | 73.4 | 80.3 | 78 | 69.8 | 82.2 | — | |
| Gao et al.2022.09 | 73.4 | 80.3 | 78 | 69.8 | 82.2 | — | |
| G2L2023.03 | 73.4 | 80.3 | 78 | 69.8 | 82.2 | 76.7 | |
| JANBaseline Model=MS-TCN2020.03 | 73.5 | 80.9 | 79.4 | 72.4 | — | — | |
| MSTCN++2020.12 | 74.3 | 80.7 | 78.5 | 70.1 | 83.7 | — | |
| BCN2020.12 | 74.3 | 82.3 | 81.3 | 74 | 84.4 | — | |
| BCN2021.10 | 74.3 | 82.3 | 81.3 | 74 | 84.4 | — | |
| MS-TCN++Features=I3D2022.03 | 74.3 | 80.7 | 78.5 | 70.1 | 83.7 | — | |
| BCNFeatures=I3D2022.03 | 74.3 | 82.3 | 81.3 | 74 | 84.4 | — | |
| MS-TCN++Backbone=I3D2022.03 | 74.3 | 80.7 | 78.5 | 70.1 | 83.7 | — | |
| BCNBackbone=I3D2022.03 | 74.3 | 82.3 | 81.3 | 74 | 84.4 | — | |
| MS-TCN++2022.05 | 74.3 | 80.7 | 78.5 | 70.1 | 83.7 | — | |
| BCN2022.05 | 74.3 | 82.3 | 81.3 | 74 | 84.4 | — | |
| MS-TCN++2022.09 | 74.3 | 80.7 | 78.5 | 70.1 | 83.7 | — | |
| BCN2022.09 | 74.3 | 82.3 | 81.3 | 74 | 84.4 | — | |
| MS-TCN++2023.03 | 74.3 | 80.7 | 78.5 | 70.1 | 83.7 | 77.5 | |
| BCN2023.03 | 74.3 | 82.3 | 81.3 | 74 | 84.4 | 79.3 | |
| MTDA2021.04 | 75.2 | 82 | 80.1 | 72.5 | 83.2 | — | |
| MTDA2023.03 | 75.2 | 82 | 80.1 | 72.5 | 83.2 | 78.6 | |
| SSTDABaseline Model=MS-TCN2020.03 | 75.8 | 83 | 81.5 | 73.8 | — | — | |
| SSTDAFeatures=I3D2022.03 | 75.8 | 83 | 81.5 | 73.8 | 83.2 | — | |
| SSTDABackbone=I3D2022.03 | 75.8 | 83 | 81.5 | 73.8 | 83.2 | — | |
| SSTDA2022.05 | 75.8 | 83 | 81.5 | 73.8 | 83.2 | — | |
| SSTDA+HASR2022.05 | 75.8 | 83 | 81.5 | 73.8 | 83.2 | — | |
| SSTDA2022.09 | 75.8 | 83 | 81.5 | 73.8 | 83.2 | — | |
| SSTDA2023.03 | 75.8 | 83 | 81.5 | 73.8 | 83.2 | 79.5 | |
| ASFormerInference Algorithm=Viterbi2022.09 | 76.1 | 84.1 | 82.3 | 74.9 | 84.7 | — | |
| C2F-TCN2022.05 | 76.4 | 84.3 | 81.8 | 72.6 | 84.9 | — | |
| C2F-TCNmulti-modal features=false2023.03 | 76.4 | 84.3 | 81.8 | 72.6 | 84.9 | 80 | |
| CGAN2021.04 | 76.9 | 80.1 | 78.7 | 71.1 | 74.5 | — | |
| UARL2023.03 | 78.2 | 85.3 | 83.5 | 77.8 | 84.1 | 81.8 | |
| ASFormerInference Algorithm=FIFA2022.09 | 78.5 | 84.5 | 83.2 | 75.4 | 85.4 | — | |
| ETSN2022.05 | 78.8 | 85.2 | 83.9 | 75.4 | 82 | — | |
| ASRF2021.10 | 79.3 | 84.9 | 83.5 | 77.3 | 84.5 | — | |
| ASRFFeatures=I3D2022.03 | 79.3 | 84.9 | 83.5 | 77.3 | 84.5 | — | |
| ASRFBackbone=I3D2022.03 | 79.3 | 84.9 | 83.5 | 77.3 | 84.5 | — | |
| ASRF2022.05 | 79.3 | 84.9 | 83.5 | 77.3 | 84.5 | — | |
| ASRF2022.09 | 79.3 | 84.9 | 83.5 | 77.3 | 84.5 | — | |
| ASRF2023.03 | 79.3 | 84.9 | 83.5 | 77.3 | 84.5 | 81.9 | |
| ASFormer2021.10 | 79.6 | 85.1 | 83.4 | 76 | 85.6 | — | |
| ASFormerFeatures=I3D2022.03 | 79.6 | 85.1 | 83.4 | 76 | 85.6 | — | |
| ASFormerFeatures=I3D2022.03 | 79.6 | 85.1 | 83.4 | 76 | 85.6 | — | |
| ASFormer2022.05 | 79.6 | 85.1 | 83.4 | 76 | 85.6 | — | |
| ASFormer2022.09 | 79.6 | 85.1 | 83.4 | 76 | 85.6 | — | |
| ASFormer2023.03 | 79.6 | 85.1 | 83.4 | 76 | 85.6 | 81.9 | |
| FAMMSDTN2023.03 | 79.9 | 86.2 | 84.4 | 77.9 | 86.4 | 83 | |
| DTL2023.03 | 80.5 | 87.1 | 85.7 | 78.5 | 86.9 | 83.7 | |
| SSTDA+HASRFeatures=I3D2022.03 | 81 | 86.6 | 85.7 | 78.5 | 83.9 | — | |
| SSTDA+HASRBackbone=I3D2022.03 | 81 | 86.6 | 85.7 | 78.5 | 83.9 | — | |
| HASR2023.03 | 81 | 86.6 | 85.7 | 78.5 | 83.9 | 83.1 | |
| CETNet2022.05 | 81.7 | 87.6 | 86.5 | 80.1 | 86.9 | — | |
| CETNetmulti-modal features=false2023.03 | 81.7 | 87.6 | 86.5 | 80.1 | 86.9 | 84.6 | |
| ASFormer+ASRFFeatures=I3D2022.03 | 81.9 | 85.1 | 85.4 | 79.3 | 85.9 | — | |
| ASFormer+ASRFFeatures=I3D2022.03 | 81.9 | 85.1 | 85.4 | 79.3 | 85.9 | — | |
| DPRN2023.03 | 82 | 87.8 | 86.3 | 79.4 | 87.2 | 84.5 | |
| Liu et al.multi-modal features=false2023.03 | 82.7 | 87.9 | 86.6 | 80.5 | 86.6 | 84.9 | |
| TCTr2023.03 | 83.4 | 87.5 | 86.1 | 80.2 | 86.6 | 84.8 |