Image Classification on UCF101 (ACC, NLPD, ECE)
70.84AccMaPLe+FPP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MaPLe+FPPBackbone=CLIP-ViT/B16, Prompt Initialization Source=MaPLe, Adaptation Framework=TPT, Adaptation Strategy=FPP2026.04 | 70.84 | — | 3.93 | |
| BayesVLMBackbone=OpenCLIP ViT-L-14, Zero-shot=true2024.12 | 70.26 | 1.22 | 5.37 | |
| TTABackbone=OpenCLIP ViT-L-14, Zero-shot=true2024.12 | 70.1 | 1.34 | 11.87 | |
| CLIPBackbone=OpenCLIP ViT-L-14, Zero-shot=true2024.12 | 69.6 | 1.36 | 10.72 | |
| CLIP (temp. scaling)Backbone=OpenCLIP ViT-L-14, Zero-shot=true2024.12 | 69.6 | 1.2 | 3.4 | |
| CoOp+FPPBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=FPP2026.04 | 67.3 | — | 4.88 | |
| CoOp+TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=TPT2026.04 | 67.2 | — | 19.9 | |
| CoOp+C-TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=C-TPT2026.04 | 66.6 | — | 12 | |
| MaPLe+TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=MaPLe, Adaptation Framework=TPT, Adaptation Strategy=TPT2026.04 | 66.48 | — | 7.41 | |
| MaPLe+O-TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=MaPLe, Adaptation Framework=TPT, Adaptation Strategy=O-TPT2026.04 | 65.82 | — | 2.22 | |
| CoOp+O-TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=O-TPT2026.04 | 65.64 | — | 9.16 |