Action Recognition on K100 LT
74.9Few-Shot ScoreCE (Full Dataset)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CE (Full Dataset)Gen.=false2026.06 | 74.9 | 81.7 | 88.4 | 80.4 | — | |
| Gen2BalanceGen.=true2026.06 | 62.2 | 75 | 88.4 | 72.6 | — | |
| Gen2BalanceBackbone=VideoMAE, Protocol=fine-tuning2026.06 | 59.3 | 72.4 | 86.4 | 68.2 | 59.7 | |
| Logit Adj.Gen.=false2026.06 | 55.5 | 68.4 | 78.5 | 65.6 | — | |
| Logit Adj.Backbone=VideoMAE, Protocol=fine-tuning2026.06 | 53.1 | 66.3 | 74.1 | 56.8 | 27.8 | |
| LMRGen.=false2026.06 | 51.5 | 68.7 | 83.1 | 65.1 | — | |
| cRTGen.=false2026.06 | 49.6 | 69.6 | 88.1 | 65.6 | — | |
| BSCEGen.=false2026.06 | 48.7 | 68.5 | 86.7 | 64.5 | — | |
| EWB-FDRGen.=false2026.06 | 47.3 | 69 | 89 | 64.7 | — | |
| BSCEBackbone=VideoMAE, Protocol=fine-tuning2026.06 | 47.3 | 67.6 | 82.4 | 56 | 23.2 | |
| LiVTGen.=false2026.06 | 47.1 | 68.7 | 91 | 64.7 | — | |
| Sariyildiz et al.Gen.=true2026.06 | 26.2 | 58.8 | 93.2 | 52.8 | — | |
| Li et al.Gen.=true2026.06 | 23.8 | 62.6 | 93.4 | 54.4 | — | |
| CEGen.=false2026.06 | 23.4 | 63.3 | 94.7 | 54.8 | — | |
| CEBackbone=VideoMAE, Protocol=fine-tuning2026.06 | 22.9 | 62.6 | 94.7 | 46.7 | 11.3 |