Classification on EuroSAT (test)
98.83Top-1 AccSupCon
Evaluation Results
| Method | Links | |
|---|---|---|
| SupConEvaluation Protocol=Full-data finetuning, Pre-trained Dataset=ImageNet-1K, Pre-training Epochs=3002021.12 | 98.83 | |
| SL-MLPEvaluation Protocol=Full-data finetuning, Pre-trained Dataset=ImageNet-1K, Pre-training Epochs=3002021.12 | 98.77 | |
| SLEvaluation Protocol=Full-data finetuning, Pre-trained Dataset=ImageNet-1K, Pre-training Epochs=3002021.12 | 98.6 | |
| SupCon w/o MLPEvaluation Protocol=Full-data finetuning, Pre-trained Dataset=ImageNet-1K, Pre-training Epochs=3002021.12 | 98.38 | |
| DP-GCLepsilon=10, protocol=Linear2026.04 | 59.1 | |
| DP-GCLepsilon=10, protocol=k-NN2026.04 | 53.3 | |
| DP-CLIPepsilon=10, protocol=Linear2026.04 | 52.3 | |
| DP-GCLepsilon=1, protocol=Linear2026.04 | 52.3 | |
| Logit-DPepsilon=10, protocol=Linear2026.04 | 51.4 | |
| DP-CLIPepsilon=1, protocol=Linear2026.04 | 50.6 | |
| Baseepsilon=1, protocol=Linear2026.04 | 50.5 | |
| Baseepsilon=10, protocol=Linear2026.04 | 50.5 | |
| DP-SGDepsilon=10, protocol=Linear2026.04 | 50.1 | |
| DP-SGDepsilon=1, protocol=Linear2026.04 | 48.2 | |
| Logit-DPepsilon=1, protocol=Linear2026.04 | 48.2 | |
| DP-GCLepsilon=1, protocol=k-NN2026.04 | 40.2 | |
| DP-CLIPepsilon=10, protocol=k-NN2026.04 | 38.2 | |
| DP-CLIPepsilon=1, protocol=k-NN2026.04 | 36.5 | |
| DP-SGDepsilon=10, protocol=k-NN2026.04 | 36.1 | |
| DP-SGDepsilon=1, protocol=k-NN2026.04 | 35.6 | |
| Logit-DPepsilon=1, protocol=k-NN2026.04 | 34.5 | |
| Logit-DPepsilon=10, protocol=k-NN2026.04 | 34.3 | |
| Baseepsilon=1, protocol=k-NN2026.04 | 33.4 | |
| Baseepsilon=10, protocol=k-NN2026.04 | 33.4 |