Severity Scoring on PFED5+
61.29Sit at rest ScoreTraMP-LLaMA
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TraMP-LLaMAPublication=-, Vision Backbone=SigLIP-NaViT +SkateFormer2026.06 | 61.29 | 55.36 | 68.68 | 63.43 | 38 | 57.35 | 56.63 | |
| QAFE-NetPublication=WACVW’24 [11], Vision Backbone=CNN-ViT +SlowOnly2026.06 | 50.96 | 48.01 | 53.7 | 60.69 | 52.2 | 53.11 | 52.24 | |
| VideoLLaMA3Publication=ArXiv’25 [60], Vision Backbone=SigLIP-NaViT2026.06 | 50.89 | 62.45 | 61.85 | 53.67 | 46.43 | 55.06 | 51.49 | |
| Former-DFERPublication=MM’21 [65], Vision Backbone=CNN-ViT2026.06 | 46.86 | 44.27 | 42.42 | 51.94 | 43.31 | 45.76 | 46.15 | |
| CoFInAlPublication=IJCAI’24 [67], Vision Backbone=I3D2026.06 | 36.05 | 25.92 | 12.62 | 12 | 12.06 | 19.73 | 20.32 | |
| S2DPublication=TAFFC’24 [6], Vision Backbone=ViT +MFN2026.06 | 35.57 | 48.18 | 52.21 | 38.94 | 38.04 | 42.59 | 42.36 | |
| TraMP-FormerPublication=FG’25 [12], Vision Backbone=CNN-ViT +SkateFormer2026.06 | 34.02 | 38.89 | 54.36 | 59.64 | 38.28 | 45.04 | 44.3 | |
| USDLPublication=CVPR’20 [49], Vision Backbone=I3D2026.06 | 28.06 | 51.85 | 38.84 | 44.91 | 49.67 | 42.67 | 40.25 | |
| CoFInAlPublication=IJCAI’24 [67], Vision Backbone=VST2026.06 | 26.64 | 28.88 | 25.91 | 16.65 | 24.25 | 24.66 | 24.7 |