Action Segmentation on 50 Salads Mid
67.5AccuracyTricorNet
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TricorNet2017.05 | 67.5 | 62.8 | 70.1 | 67.2 | 56.6 | — | — | — | |
| TricorNetvariant=high2017.05 | 65.5 | 59.3 | 66.4 | 62.7 | 53.3 | — | — | — | |
| TricorNetvariant=low2017.05 | 65.4 | 59 | 67 | 63.2 | 52.1 | — | — | — | |
| ED-TCN2017.05 | 64.7 | 59.8 | 68 | 63.9 | 52.6 | — | — | — | |
| ED-TCNMode=Acausal2016.11 | 64.7 | 59.8 | 68 | 63.9 | 52.6 | — | — | — | |
| ST-CNN2017.05 | 59.4 | 45.9 | 55.9 | 49.6 | 37.1 | — | — | — | |
| ST-CNNMode=Acausal2016.11 | 59.4 | 45.9 | 55.9 | 49.6 | 37.1 | — | — | — | |
| Dilated TCN2017.05 | 59.3 | 43.1 | 52.2 | 47.6 | 37.4 | — | — | — | |
| Dilated TCNMode=Acausal2016.11 | 59.3 | 43.1 | 52.2 | 47.6 | 37.4 | — | — | — | |
| SDL + SC-CRF2018.01 | 56.72 | — | — | — | — | — | — | — | |
| Bi-LSTM2017.05 | 55.7 | 55.6 | 62.6 | 58.3 | 47 | — | — | — | |
| Bi-LSTMMode=Acausal2016.11 | 55.7 | 55.6 | 62.6 | 58.3 | 47 | — | — | — | |
| LC-SC-CRFpreprocessing=smoothed out short interstitial background segments2018.01 | 55.05 | — | — | — | — | — | — | — | |
| Spatial CNN2017.05 | 54.9 | 24.8 | 32.3 | 27.1 | 18.9 | — | — | — | |
| Spatial CNNMode=Acausal2016.11 | 54.9 | 24.8 | 32.3 | 27.1 | 18.9 | — | — | — | |
| IDT+LM2017.05 | 48.7 | 45.8 | 44.4 | 38.9 | 27.8 | — | — | — | |
| IDT+LMMode=Acausal2016.11 | 48.7 | 45.8 | 44.4 | 38.9 | 27.8 | — | — | — | |
| ABDEvaluation Protocol=Per Video2024.04 | — | — | — | — | — | 71.8 | — | — | |
| ABD2026.04 | — | — | — | — | — | 71.8 | 59.2 | — | |
| ASALEvaluation Protocol=Full2024.04 | — | — | — | — | — | 34.4 | — | — | |
| ASOTEvaluation Protocol=Per Video2024.04 | — | — | — | — | — | 64.3 | 51.1 | 33.4 | |
| ASOTEvaluation Protocol=Full2024.04 | — | — | — | — | — | 46.2 | 37.4 | 24.9 | |
| ASOT2026.04 | — | — | — | — | — | 64.3 | 51.1 | 33.4 | |
| CLOT2026.04 | — | — | — | — | — | 69.4 | 63.8 | 45 | |
| CTEEvaluation Protocol=Full, Implementation=Reported2024.04 | — | — | — | — | — | 30.2 | — | — | |
| CTEEvaluation Protocol=Full, Implementation=Reproduced2024.04 | — | — | — | — | — | 30.1 | 25.5 | 17.9 | |
| Deep kernel video approximationInitialization strategy=uniform init2026.04 | — | — | — | — | — | 65.2 | 56.7 | 46 | |
| Deep kernel video approximationInitialization strategy=default2026.04 | — | — | — | — | — | 70.1 | 55.3 | 44.9 | |
| TOTEvaluation Protocol=Full2024.04 | — | — | — | — | — | 31.8 | — | — | |
| TOT+Evaluation Protocol=Full2024.04 | — | — | — | — | — | 34.3 | — | — | |
| TW-FINCH2026.04 | — | — | — | — | — | 66.7 | 57.1 | 47.3 | |
| TWFEvaluation Protocol=Per Video2024.04 | — | — | — | — | — | 66.8 | 56.4 | 48.7 | |
| UFSA (T)Evaluation Protocol=Full2024.04 | — | — | — | — | — | 36.7 | 30.4 | — | |
| VTEEvaluation Protocol=Full2024.04 | — | — | — | — | — | 24.2 | — | — |