Action Segmentation on Breakfast (MoF, IoU, IoD)
65.1MoFTSA
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TSAClustering=FINCH, Training stage (T)=false2023.04 | 65.1 | — | 52.1 | — | — | — | 54.6 | |
| ABDTraining stage (T)=false2023.04 | 64 | — | — | — | — | — | 52.3 | |
| ABDEvaluation Protocol=Per Video2024.04 | 64 | — | — | — | — | — | 52.3 | |
| TSAClustering=Kmeans, Training stage (T)=false2023.04 | 63.7 | — | 53.3 | — | — | — | 58 | |
| ASOTEvaluation Protocol=Per Video2024.04 | 63.3 | — | 35.9 | — | — | — | 53.5 | |
| TSAClustering=Spectral, Training stage (T)=false2023.04 | 63.2 | — | 52.7 | — | — | — | 57.8 | |
| TW-FINCHTraining stage (T)=false2023.04 | 62.7 | — | 42.3 | — | — | — | 49.8 | |
| TWFEvaluation Protocol=Per Video2024.04 | 62.7 | — | 42.3 | — | — | — | 49.8 | |
| PEOT2026.07 | 60.7 | — | 19 | — | — | — | 40.5 | |
| CLOT2026.07 | 60.1 | — | 18.5 | — | — | — | 40.1 | |
| DGEClustering=Spectral, Training stage (T)=false2023.04 | 59.5 | — | 48.5 | — | — | — | 51.7 | |
| DGEClustering=Kmeans, Training stage (T)=false2023.04 | 58.8 | — | 47.8 | — | — | — | 51.6 | |
| VASOT2026.07 | 57.5 | — | 18.8 | — | — | — | 39 | |
| ASOTEvaluation Protocol=Full2024.04 | 56.1 | — | 18.6 | — | — | — | 38.3 | |
| ASOT2026.07 | 56.1 | — | 18.6 | — | — | — | 38.3 | |
| SpectralTraining stage (T)=false2023.04 | 55.5 | — | 44.6 | — | — | — | — | |
| HVQ2026.07 | 54.4 | — | — | — | — | — | 39.7 | |
| ATBA2024.03 | 53.9 | 54.4 | 41.1 | 61.7 | — | — | — | |
| ASAL2021.05 | 52.5 | — | — | — | — | — | 37.9 | |
| ASAL2023.05 | 52.5 | — | — | — | — | — | 37.9 | |
| ASALEvaluation Protocol=Full2024.04 | 52.5 | — | — | — | — | — | 37.9 | |
| ASAL2026.07 | 52.5 | — | — | — | — | — | 37.9 | |
| VTETraining stage (T)=true2023.04 | 52.2 | — | — | — | — | — | — | |
| UFSA2023.05 | 52.1 | — | — | — | — | — | 38 | |
| UFSA (T)Evaluation Protocol=Full2024.04 | 52.1 | — | — | — | — | — | 38 | |
| UFSA2026.07 | 52.1 | — | — | — | — | — | 38 | |
| FINCHTraining stage (T)=false2023.04 | 51.9 | — | 28.3 | — | — | — | — | |
| FIFA + MuCon*Supervision protocol=Weakly Supervised, Time (min)=0.8 (x5.1), base_method=MuCon2021.08 | 51.3 | 50.7 | 41.1 | 53.3 | — | — | — | |
| AdaAct2024.03 | 51.2 | 48.3 | 36.3 | 46.4 | — | — | — | |
| SSCAP2023.05 | 51.1 | — | — | — | — | — | 39.2 | |
| DPDTW2024.03 | 50.8 | — | 35.6 | 45.1 | — | — | — | |
| MuCon*Supervision protocol=Weakly Supervised, Time (min)=4.1, re-run on local machine=true2021.08 | 50.7 | 50.3 | 40.9 | 54 | — | — | — | |
| CDFLSupervision protocol=Weakly Supervised2021.08 | 50.2 | 48 | 33.7 | 45.4 | — | — | — | |
| CDFLSource=Reported by other works2024.03 | 50.2 | 48 | 33.7 | 45.4 | — | — | — | |
| CDFL*Supervision protocol=Weakly Supervised, Time (min)=260, re-run on local machine=true2021.08 | 49.4 | 47.5 | 35.2 | 46.4 | — | — | — | |
| MuConSource=Reported by other works2024.03 | 48.5 | 50.3 | 40.9 | 54 | — | — | — | |
| VTE2021.05 | 48.1 | — | — | — | — | — | — | |
| VTE2023.05 | 48.1 | — | — | — | — | — | — | |
| VTEEvaluation Protocol=Full2024.04 | 48.1 | — | — | — | — | — | — | |
| VTE2026.07 | 48.1 | — | — | — | — | — | — | |
| FIFA + CDFL*Supervision protocol=Weakly Supervised, Time (min)=20.4 (x12.8), base_method=CDFL2021.08 | 47.9 | 46.3 | 34.7 | 48 | — | — | — | |
| TASLMetric definition=[30]2024.03 | 47.8 | — | 35.2 | 46.1 | — | — | — | |
| TOTvariant=TOT2021.05 | 47.5 | — | — | — | — | — | 31 | |
| TOT2023.05 | 47.5 | — | — | — | — | — | 31 | |
| TOTEvaluation Protocol=Full2024.04 | 47.5 | — | — | — | — | — | 31 | |
| TOT2026.07 | 47.5 | — | — | — | — | — | 31 | |
| UDE2021.05 | 47.4 | — | — | — | — | — | 31.9 | |
| UDE2023.05 | 47.4 | — | — | — | — | — | 31.9 | |
| UDEEvaluation Protocol=Full2024.04 | 47.4 | — | — | — | — | — | 31.9 | |
| UDE2026.07 | 47.4 | — | — | — | — | — | 31.9 | |
| CTEEvaluation Protocol=Full, Implementation=Reproduced2024.04 | 47.2 | — | 14.9 | — | — | — | 27 | |
| MuConSupervision protocol=Weakly Supervised2021.08 | 47.1 | — | — | — | — | — | — | |
| D3TWSupervision protocol=Weakly Supervised2021.08 | 45.7 | — | — | — | — | — | — | |
| D3TW2024.03 | 45.7 | — | — | — | — | — | — | |
| POCMetric definition=[30]2024.03 | 45.7 | — | 38.3 | — | — | — | — | |
| UFSAProtocol=Generalization2023.05 | 44 | — | — | — | — | — | 36.7 | |
| NNVSupervision protocol=Weakly Supervised, Time (min)=2342021.08 | 43 | — | — | — | — | — | — | |
| NN-ViterbiSource=Reported by other works2024.03 | 43 | — | — | — | — | — | — | |
| LSTM+ALTraining stage (T)=true2023.04 | 42.9 | — | 46.9 | — | — | — | — | |
| K-meansTraining stage (T)=false2023.04 | 42.7 | — | 23.5 | — | — | — | — | |
| CTE2021.05 | 41.8 | — | — | — | — | — | 26.4 | |
| CTE2023.05 | 41.8 | — | — | — | — | — | 26.4 | |
| CTEEvaluation Protocol=Full, Implementation=Reported2024.04 | 41.8 | — | — | — | — | — | 26.4 | |
| CTE2026.07 | 41.8 | — | — | — | — | — | 26.4 | |
| TOTProtocol=Generalization2023.05 | 40.6 | — | — | — | — | — | 27.6 | |
| CTEProtocol=Generalization2023.05 | 39.8 | — | — | — | — | — | 25.5 | |
| TOT+TCLvariant=TOT+TCL2021.05 | 39 | — | — | — | — | — | 30.3 | |
| TOT+TCL2023.05 | 39 | — | — | — | — | — | 30.3 | |
| TOT+Evaluation Protocol=Full2024.04 | 39 | — | — | — | — | — | 30.3 | |
| TOT+2026.07 | 39 | — | — | — | — | — | 30.3 | |
| ISBASupervision protocol=Weakly Supervised, Time (min)=0.012021.08 | 38.4 | 38.4 | 24.2 | 40.6 | — | — | — | |
| TCFPN+ISBASource=Reported by other works2024.03 | 38.4 | 38.4 | 24.2 | 40.6 | — | — | — | |
| TOT+TCLProtocol=Generalization2023.05 | 37.4 | — | — | — | — | — | 23.2 | |
| HMM+RNN + Length2024.03 | 36.7 | — | — | — | — | — | — | |
| Equal SplitTraining stage (T)=false2023.04 | 34.8 | — | 21.9 | — | — | — | — | |
| Mallow2021.05 | 34.6 | — | — | — | — | — | — | |
| Mallow2023.05 | 34.6 | — | — | — | — | — | — | |
| HMM+RNN2024.03 | 33.3 | — | — | — | — | — | — | |
| ATBAMetric definition=[30]2024.03 | — | — | 39.5 | 55.9 | — | — | — | |
| DPoffM (multi-view training)=true, L_oo=true, Inference=DPoff, Multi-view approach=Weighted Probabilistic Inference (WPI)2022.03 | — | — | 33.3 | 44.9 | 50.4 | 46.8 | — | |
| DPonM (multi-view training)=false, L_oo=false, Inference=DPon2022.03 | — | — | 22.4 | 46.9 | 35.1 | 32.3 | — | |
| DPonM (multi-view training)=false, L_oo=true, Inference=DPon, Training loss=OODL2022.03 | — | — | 25 | 49.1 | 36.6 | 34.7 | — | |
| DPon w/o GammaM (multi-view training)=false, L_oo=false, Inference=DPon w/o Gamma2022.03 | — | — | 21.4 | 45.1 | 34.3 | 31.4 | — | |
| GreedyM (multi-view training)=false, L_oo=false, Inference=Greedy2022.03 | — | — | 7.4 | 58.1 | 20.4 | 15.9 | — |