Classification on EuroSAT (Top-1 Accuracy)
53.5Top-1 AccuracyDP-GCL
Evaluation results
| Method | Links | |
|---|---|---|
| DP-GCLepsilon=10, protocol=Linear2026.04 | 53.5 | |
| DP-GCLepsilon=1, protocol=Linear2026.04 | 50.6 | |
| Baseepsilon=1, protocol=Linear2026.04 | 50.5 | |
| Baseepsilon=10, protocol=Linear2026.04 | 50.5 | |
| DP-CLIPepsilon=10, protocol=Linear2026.04 | 50 | |
| Logit-DPepsilon=1, protocol=Linear2026.04 | 49.1 | |
| Logit-DPepsilon=10, protocol=Linear2026.04 | 49.1 | |
| DP-SGDepsilon=10, protocol=Linear2026.04 | 48.9 | |
| DP-SGDepsilon=1, protocol=Linear2026.04 | 48.5 | |
| DP-CLIPepsilon=1, protocol=Linear2026.04 | 48.1 | |
| DP-GCLepsilon=10, protocol=k-NN2026.04 | 44.4 | |
| DP-GCLepsilon=1, protocol=k-NN2026.04 | 37.8 | |
| Logit-DPepsilon=10, protocol=k-NN2026.04 | 36.4 | |
| DP-CLIPepsilon=10, protocol=k-NN2026.04 | 36.4 | |
| DP-SGDepsilon=10, protocol=k-NN2026.04 | 36.2 | |
| DP-CLIPepsilon=1, protocol=k-NN2026.04 | 35.1 | |
| DP-SGDepsilon=1, protocol=k-NN2026.04 | 34.6 | |
| Logit-DPepsilon=1, protocol=k-NN2026.04 | 33.5 | |
| Baseepsilon=1, protocol=k-NN2026.04 | 33.4 | |
| Baseepsilon=10, protocol=k-NN2026.04 | 33.4 | |
| ITO sub3Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03 | 8.5 | |
| FLAIRBackbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03 | 7.4 | |
| ITOPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03 | 7.3 | |
| ITO sub2Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03 | 7.1 | |
| ITO sub2Pre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03 | 4.8 | |
| CLIPPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03 | 2.2 |