Action Anticipation on EgoMe-anti 1.0 (test)
79.03Noun Top-5 RecallDCPGN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DCPGNBackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 79.03 | 43.84 | |
| TCABackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 77.23 | 36.33 | |
| ML-TTABackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 77.11 | 36.92 | |
| TDABackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 76.96 | 36.66 | |
| VITTABackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 75.65 | 35.94 | |
| ZEROBackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 75.19 | 36.03 | |
| TPTBackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 74.88 | 35.97 | |
| TentBackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 74.14 | 35.63 | |
| DCPGNBackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 72.01 | 40.1 | |
| Ours without AdaptationBackbone=CLIP (ViT-L/14), Setting=Exo2Ego, Adaptation=None2026.03 | 71.94 | 32.46 | |
| TDABackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 69.52 | 33.45 | |
| ML-TTABackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 69.46 | 34.39 | |
| TCABackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 69.27 | 34.08 | |
| ZEROBackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 69.12 | 33.3 | |
| VITTABackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 68.68 | 33.84 | |
| TPTBackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 68.65 | 32.55 | |
| TentBackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 68.5 | 32.32 | |
| Ours without AdaptationBackbone=CLIP (ViT-L/14), Setting=Ego2Exo, Adaptation=None2026.03 | 64.24 | 30.07 |