Online Action Detection on EPIC-Kitchens-100
24.1Segment F1GAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GADLLM Backbone=Llama3.2-1B-Instruct2026.03 | 24.1 | 20.1 | — | |
| GADBackbone=Llama3.2-1B-Instruct2026.03 | 24.1 | 20.1 | — | |
| GADBackbone=Llama3.2-1B-Instruct2026.03 | 24.1 | 20.1 | 35.1 | |
| Gen_extend2026.03 | 23.3 | 19.2 | — | |
| DiscLLM Backbone=Llama3.2-1B-Instruct2026.03 | 23.2 | 19.3 | — | |
| DiscBackbone=Llama3.2-1B-Instruct2026.03 | 23.2 | 19.3 | — | |
| DiscBackbone=Llama3.2-1B-Instruct2026.03 | 23.2 | 19.3 | 34.8 | |
| Gen_desync2026.03 | 23 | 19 | — | |
| CMeRT2026.03 | 17.7 | 15.8 | — | |
| CMeRT2026.03 | 17.7 | 15.8 | — | |
| CMeRT2026.03 | 17.7 | 15.8 | 35.2 | |
| MAT2026.03 | 17.5 | 15.5 | — | |
| MAT2026.03 | 17.5 | 15.5 | — | |
| MAT2026.03 | 17.5 | 15.5 | 35 | |
| Gen_rand2026.03 | 16.8 | 14 | — | |
| GenBackbone=Llama3.2-1B-Instruct2026.03 | 16.7 | 13.9 | — | |
| GenBackbone=Llama3.2-1B-Instruct2026.03 | 16.7 | 13.9 | 32.9 | |
| Testra2026.03 | 16.5 | 14.7 | — | |
| Testra2026.03 | 16.5 | 14.7 | — | |
| Testra2026.03 | 16.5 | 14.7 | 34.7 |