Texture Classification on DTD
76.71AccuracyLoRSP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LoRSPPre-trained Backbone=ViT-B/322026.06 | 76.71 | — | |
| LoR-VPPre-trained Backbone=ViT-B/322026.06 | 72.49 | — | |
| VPTPre-trained Backbone=ViT-B/322026.06 | 72.11 | — | |
| AutoVPPre-trained Backbone=ViT-B/322026.06 | 70.81 | — | |
| LPPre-trained Backbone=ViT-B/322026.06 | 69.83 | — | |
| MTABackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 46.5 | 16.2 | |
| R-TPTBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 46.4 | 32.8 | |
| CLIPBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 44.4 | 0 | |
| TTPBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 44.1 | 36 | |
| AGCBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 43.4 | 88.4 | |
| EnsembleBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 41.7 | 31.9 | |
| TTCBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 41 | 4.5 |