Online Action Detection on CrossTask
34.5P-F1GAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GADLLM Backbone=Llama3.2-1B-Instruct2026.03 | 34.5 | — | — | 50.3 | |
| GADBackbone=Llama3.2-1B-Instruct2026.03 | 34.5 | — | — | 50.3 | |
| CMeRT2026.03 | 34.3 | — | — | 50.1 | |
| CMeRT2026.03 | 34.3 | — | — | 50.1 | |
| MAT2026.03 | 34.2 | — | — | 49.7 | |
| MAT2026.03 | 34.2 | — | — | 49.7 | |
| Gen_desync2026.03 | 34.1 | — | — | 48.7 | |
| DiscLLM Backbone=Llama3.2-1B-Instruct2026.03 | 34 | — | — | 48.8 | |
| DiscBackbone=Llama3.2-1B-Instruct2026.03 | 34 | — | — | 48.8 | |
| Gen_extend2026.03 | 33.9 | — | — | 48.9 | |
| Testra2026.03 | 33.8 | — | — | 48.4 | |
| Testra2026.03 | 33.8 | — | — | 48.4 | |
| Gen_rand2026.03 | 31.8 | — | — | 46.9 | |
| GenBackbone=Llama3.2-1B-Instruct2026.03 | 31.7 | — | — | 46.8 | |
| CMeRTFeature/Backbone=DinoV22025.03 | 0.354 | 0.473 | 44.5 | 0.449 | |
| CMeRTLatency=1s2025.03 | 0.291 | 0.366 | 38.1 | 0.394 | |
| CMeRT2025.03 | 0.284 | 0.359 | 36.8 | 0.37 | |
| MAT2025.03 | 0.265 | 0.339 | 35.5 | 0.344 | |
| LSTR2025.03 | 0.262 | 0.33 | 34.2 | 0.348 | |
| Testra2025.03 | 0.25 | 0.334 | 34 | 0.337 | |
| CMeRT2025.03 | — | 35.9 | — | — | |
| LSTR2025.03 | — | 33 | — | — | |
| MAT2025.03 | — | 33.9 | — | — | |
| MAT-rwtype=reweighting2025.03 | — | 34.1 | — | — | |
| MAT-streamtype=streaming training2025.03 | — | 27.9 | — | — | |
| Testra2025.03 | — | 33.4 | — | — |