Action Anticipation on EgoExoLearn 1.0 (test)
48.48Top-5 Recall (Noun)DCPGN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DCPGNBackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 48.48 | 46.51 | |
| DCPGNBackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 46.26 | 42.98 | |
| ML-TTABackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 42.96 | 40.43 | |
| ZEROBackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 40.27 | 36.73 | |
| TDABackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 39.81 | 35.11 | |
| VITTABackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 39.17 | 35.65 | |
| TCABackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 38.84 | 36.18 | |
| TPTBackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 38.82 | 35.14 | |
| TentBackbone=CLIP (ViT-L/14), Setting=Ego2Exo2026.03 | 38.61 | 35.04 | |
| ZEROBackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 37.19 | 36.76 | |
| ML-TTABackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 36.35 | 37.67 | |
| TDABackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 36.11 | 36.79 | |
| TPTBackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 35.29 | 36.48 | |
| Ours without AdaptationBackbone=CLIP (ViT-L/14), Setting=Ego2Exo, Adaptation=None2026.03 | 35.28 | 33.03 | |
| VITTABackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 35.06 | 36.44 | |
| TCABackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 35 | 36.95 | |
| TentBackbone=CLIP (ViT-L/14), Setting=Exo2Ego2026.03 | 34.71 | 36.22 | |
| Ours without AdaptationBackbone=CLIP (ViT-L/14), Setting=Exo2Ego, Adaptation=None2026.03 | 31.91 | 34.36 |