Action Segmentation on Cholec80 (video-by-video)
95.43AccuracyResNet SF-TMN(ASFormer)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ResNet SF-TMN(ASFormer)Backbone=ResNet, Base Architecture=ASFormer2023.06 | 95.43 | 92.4 | 93.41 | 86.14 | |
| ResNet ASFormerBackbone=ResNet2023.06 | 94.25 | 91.7 | 92.33 | 84.48 | |
| ResNet SF-TMN(MS-TCN)Backbone=ResNet, Base Architecture=MS-TCN2023.06 | 93.58 | 92.18 | 90.66 | 83.03 | |
| ResNet MS-TCNBackbone=ResNet2023.06 | 92.88 | 92.22 | 89.76 | 82.34 | |
| Not End-to-End(TCN)2023.06 | 92.8 | — | 87.5 | 78.7 | |
| EndoNet+LSTM2023.06 | 92.2 | 88.1 | 89 | — | |
| EndoNet2023.06 | 92 | 84.8 | 88.3 | — | |
| Less is More(Timestamp)2023.06 | 91.9 | 89.5 | 90.5 | 79.9 | |
| PhaseNet2023.06 | 89.1 | 82.5 | 86.6 | — |