Online Action Detection on Ego4D GoalStep
11Segment F1GAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GADLLM Backbone=Llama3.2-1B-Instruct2026.03 | 11 | 4.3 | — | |
| GADBackbone=Llama3.2-1B-Instruct2026.03 | 11 | 4.3 | — | |
| GADBackbone=Llama3.2-1B-Instruct2026.03 | 11 | 4.3 | 34.4 | |
| DiscLLM Backbone=Llama3.2-1B-Instruct2026.03 | 10.6 | 4.1 | — | |
| DiscBackbone=Llama3.2-1B-Instruct2026.03 | 10.6 | 4.1 | — | |
| DiscBackbone=Llama3.2-1B-Instruct2026.03 | 10.6 | 4.1 | 33.9 | |
| Gen_extend2026.03 | 10.5 | 4 | — | |
| Gen_desync2026.03 | 10.4 | 3.9 | — | |
| CMeRT2026.03 | 9.7 | 3.9 | — | |
| CMeRT2026.03 | 9.7 | 3.9 | — | |
| CMeRT2026.03 | 9.7 | 3.9 | 32.8 | |
| MAT2026.03 | 9.5 | 3.8 | — | |
| MAT2026.03 | 9.5 | 3.8 | — | |
| MAT2026.03 | 9.5 | 3.8 | 32.9 | |
| GenBackbone=Llama3.2-1B-Instruct2026.03 | 8.9 | 3.4 | — | |
| GenBackbone=Llama3.2-1B-Instruct2026.03 | 8.9 | 3.4 | 32.8 | |
| Gen_rand2026.03 | 8.8 | 3.5 | — | |
| Testra2026.03 | 8.7 | 3.5 | — | |
| Testra2026.03 | 8.7 | 3.5 | — | |
| Testra2026.03 | 8.7 | 3.5 | 31.7 |