Image Classification on DTD (HM, Accuracy)
81.71AccuracyFull FT.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Full FT.Model=ViT-Large, Rank=-2026.06 | 81.71 | — | |
| rsLoRAModel=ViT-Large, Rank=322026.06 | 81.56 | — | |
| SDS-LoRAModel=ViT-Large, Rank=322026.06 | 81.35 | — | |
| DoRAModel=ViT-Large, Rank=322026.06 | 81.31 | — | |
| LoRAModel=ViT-Large, Rank=322026.06 | 81.15 | — | |
| SDS-LoRAModel=ViT-Large, Rank=82026.06 | 81 | — | |
| LoRA+Model=ViT-Large, Rank=322026.06 | 80.92 | — | |
| rsLoRAModel=ViT-Large, Rank=82026.06 | 80.87 | — | |
| PiSSAModel=ViT-Large, Rank=322026.06 | 80.82 | — | |
| DoRAModel=ViT-Large, Rank=82026.06 | 80.73 | — | |
| LoRAModel=ViT-Large, Rank=82026.06 | 80.64 | — | |
| LoRA+Model=ViT-Large, Rank=82026.06 | 80.62 | — | |
| PiSSAModel=ViT-Large, Rank=82026.06 | 80.34 | — | |
| SDS-LoRAModel=ViT-Base, Rank=322026.06 | 80.1 | — | |
| Full FT.Model=ViT-Base, Rank=-2026.06 | 80.07 | — | |
| DoRAModel=ViT-Base, Rank=322026.06 | 79.56 | — | |
| rsLoRAModel=ViT-Base, Rank=322026.06 | 79.5 | — | |
| LoRAModel=ViT-Base, Rank=322026.06 | 79.34 | — | |
| SDS-LoRAModel=ViT-Base, Rank=82026.06 | 79.29 | — | |
| PiSSAModel=ViT-Base, Rank=322026.06 | 78.9 | — | |
| LoRA+Model=ViT-Base, Rank=322026.06 | 78.85 | — | |
| LoRAModel=ViT-Base, Rank=82026.06 | 78.81 | — | |
| rsLoRAModel=ViT-Base, Rank=82026.06 | 78.79 | — | |
| DoRAModel=ViT-Base, Rank=82026.06 | 78.46 | — | |
| PiSSAModel=ViT-Base, Rank=82026.06 | 78.33 | — | |
| LoRA+Model=ViT-Base, Rank=82026.06 | 78.32 | — | |
| BioMedVREvaluation Protocol=few-shot, Backbone=ViT-B/162026.06 | 66 | — | |
| AttrVREvaluation Protocol=few-shot, Backbone=ViT-B/162026.06 | 65.9 | — | |
| VPEvaluation Protocol=few-shot, Backbone=ViT-B/162026.06 | 61 | — | |
| AREvaluation Protocol=few-shot, Backbone=ViT-B/162026.06 | 59.8 | — | |
| PromptSRC + Bi-CoGBackbone=ViT-B/162025.10 | 59.48 | 71.67 | |
| PromptSRCBackbone=ViT-B/162025.10 | 58.87 | 70.72 | |
| MaPLe + Bi-CoGBackbone=ViT-B/162025.10 | 56.36 | 69.88 | |
| MaPLeBackbone=ViT-B/162025.10 | 55.3 | 67.4 | |
| CoOp + Bi-CoGBackbone=ViT-B/162025.10 | 50.96 | 59.9 | |
| CoOpBackbone=ViT-B/162025.10 | 50.87 | 55.93 | |
| BioMedVREvaluation Protocol=zero-shot, Backbone=ViT-B/162026.06 | 47.3 | — | |
| CLIPBackbone=ViT-B/162025.10 | 44 | 56.62 | |
| CLIPEvaluation Protocol=zero-shot, Backbone=ViT-B/162026.06 | 37.4 | — |