Classification on Tiny-ImageNet 1.0 (val)
63.2AccuracyC-TPT
Evaluation Results
| Method | Links | |
|---|---|---|
| C-TPTBackbone=ViT-B/32, Test-time Prompt Tuning=true2025.06 | 63.2 | |
| VS2Backbone=ViT-B/32, Ensemble=true2025.06 | 62.79 | |
| TPTBackbone=ViT-B/32, Test-time Prompt Tuning=true2025.06 | 62.77 | |
| VS2Backbone=ViT-B/32, Ensemble=true, Test-time Augmentation=true2025.06 | 62.59 | |
| Diff-TPTBackbone=ViT-B/32, Test-time Prompt Tuning=true2025.06 | 61.6 | |
| CLIPBackbone=ViT-B/32, Ensemble=true2025.06 | 61.39 | |
| VS2Backbone=ViT-B/322025.06 | 58.14 | |
| CLIPBackbone=ViT-B/32, Protocol=Zero-shot2025.06 | 56.64 | |
| SSGAN-LABlock=Block5, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 35.1 | |
| SSGAN-LABlock=Block4, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 34.9 | |
| SSGANBlock=Block4, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 34.6 | |
| SSGAN-MSBlock=Block4, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 34.4 | |
| SSGAN-MSBlock=Block5, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 34.1 | |
| GANBlock=Block4, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 32.5 | |
| SSGANBlock=Block5, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 31.3 | |
| SSGAN-LABlock=Block3, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 28.3 | |
| SSGAN-MSBlock=Block3, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 28 | |
| DAGAN-MDBlock=Block4, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 27.9 | |
| SSGANBlock=Block3, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 27.7 | |
| DAGAN+Block=Block4, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 26.3 | |
| GANBlock=Block3, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 25.1 | |
| DAGAN-MDBlock=Block3, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 23.1 | |
| SSGANBlock=Block2, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 22.4 | |
| DAGAN-MDBlock=Block5, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 22.4 | |
| GANBlock=Block2, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 22.1 | |
| SSGAN-MSBlock=Block2, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 21.4 | |
| DAGAN+Block=Block3, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 21.1 | |
| SSGAN-LABlock=Block2, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 20.9 | |
| DAGAN+Block=Block2, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 18.4 | |
| DAGAN-MDBlock=Block2, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 18.4 | |
| DAGAN+Block=Block1, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 15.5 | |
| GANBlock=Block1, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 14.2 | |
| GANBlock=Block5, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 14.1 | |
| SSGANBlock=Block1, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 13.8 | |
| DAGAN-MDBlock=Block1, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 13.5 | |
| SSGAN-MSBlock=Block1, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 13.2 | |
| SSGAN-LABlock=Block1, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 12.9 | |
| DAGAN+Block=Block5, Evaluation Protocol=Linear probing (logistic regression)2021.06 | 11 |