Fine-grained Image Classification on Flower102
99.19AccuracyLoRSP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LoRSPPre-trained Backbone=ViT-B/322026.06 | 99.19 | — | |
| LoR-VPPre-trained Backbone=ViT-B/322026.06 | 98.58 | — | |
| VPTPre-trained Backbone=ViT-B/322026.06 | 98.47 | — | |
| AutoVPPre-trained Backbone=ViT-B/322026.06 | 98.42 | — | |
| LPPre-trained Backbone=ViT-B/322026.06 | 97.98 | — | |
| CLIPCategory=Baseline, Backbone=CLIP-ViT-L/14, Attack Protocol=PGD-100, eps=4.02026.06 | 76.2 | 0 | |
| R-TPTCategory=Tuning-based, Backbone=CLIP-ViT-L/14, Attack Protocol=PGD-100, eps=4.02026.06 | 76.2 | 55.6 | |
| MTACategory=Tuning-free, Backbone=CLIP-ViT-L/14, Attack Protocol=PGD-100, eps=4.02026.06 | 76.1 | 44.2 | |
| MACCategory=Tuning-free, Backbone=CLIP-ViT-L/14, Attack Protocol=PGD-100, eps=4.02026.06 | 75 | 70.4 | |
| TTCCategory=Tuning-free, Backbone=CLIP-ViT-L/14, Attack Protocol=PGD-100, eps=4.02026.06 | 74.5 | 6.9 | |
| TTCBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 69 | 7.4 | |
| R-TPTBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 68.7 | 44.6 | |
| AGCBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 67.8 | 89.6 | |
| CLIPBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 67.4 | 0 | |
| MTABackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 67.4 | 27.9 | |
| TTPBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 67.3 | 47.2 | |
| EnsembleBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05 | 67.2 | 46.9 | |
| TTPBackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.05 | 61.8 | 49 | |
| CLIPBackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.05 | 61.7 | 0 | |
| AGCBackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.05 | 61.6 | 62.8 | |
| R-TPTBackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.05 | 60.6 | 51.9 | |
| APT+TeCoABackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.05 | 42.7 | 42.6 | |
| TeCoABackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.05 | 33.5 | 33.4 | |
| APTBackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.05 | 2.6 | 1.1 |