Fine-grained classification on Cars (test)
96.1AccuracySR-GNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SR-GNN2022.09 | 96.1 | — | — | |
| SotA2022.09 | 95.7 | — | — | |
| BYOL+CVSAFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 87.13 | — | — | |
| BYOL+DiLoFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 86.46 | — | — | |
| InsLocFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 86.38 | — | — | |
| BYOLFirst-stage pre-training=COCO, Second-stage pre-training=false, Protocol=fine-tuned evaluation2021.06 | 86.36 | — | — | |
| MoCo.v2First-stage pre-training=COCO, Second-stage pre-training=false, Protocol=fine-tuned evaluation2021.06 | 86.08 | — | — | |
| SimCLRFirst-stage pre-training=COCO, Second-stage pre-training=false, Protocol=fine-tuned evaluation2021.06 | 85.93 | — | — | |
| LooC*First-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 85.9 | — | — | |
| Rel-LocFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 85.8 | — | — | |
| Rot-PredFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 85.74 | — | — | |
| MoCo.v2First-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 85.71 | — | — | |
| BYOLFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 85.49 | — | — | |
| TAPTCategory=Tuning-based, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.06 | 62.5 | — | 7.4 | |
| MTACategory=Tuning-free, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.06 | 61 | — | 10.5 | |
| R-TPTCategory=Tuning-based, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.06 | 60.9 | — | 28 | |
| CLIPCategory=Baseline, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.06 | 58.8 | — | 0 | |
| MACCategory=Tuning-free, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.06 | 58.4 | — | 38.2 | |
| TPTBackbone=CLIP-ResNet50, Epsilon=1.0, Augmentation views=152026.06 | 57.5 | — | 0 | |
| EnsembleBackbone=CLIP-ResNet50, Epsilon=1.0, Augmentation views=152026.06 | 56.1 | — | 22.9 | |
| SS-TPTBackbone=CLIP-ResNet50, Epsilon=1.0, Augmentation views=152026.06 | 56 | — | 40.2 | |
| CLIPBackbone=CLIP-ResNet50, Epsilon=1.02026.06 | 55.8 | — | 0 | |
| R-TPTBackbone=CLIP-ResNet50, Epsilon=1.0, Augmentation views=152026.06 | 53.5 | — | 34.5 | |
| DOCBackbone=CLIP-ResNet50, Epsilon=1.0, Effective batch size=12026.06 | 52.9 | — | 4 | |
| TTCCategory=Tuning-free, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.06 | 52.8 | — | 2.3 | |
| TTCBackbone=CLIP-ResNet50, Epsilon=1.0, Effective batch size=12026.06 | 52.6 | — | 4 |