Image Classification on ImageNet1000
40.18Accuracy (25% FLOPs)EEFP Confidence Correction
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EEFP Confidence CorrectionBackbone=ViT Small, Calibration status=Proposed Correction2025.08 | 40.18 | 72.45 | 80.41 | 0.15 | 0.84 | |
| EEFP Confidence CorrectionBackbone=ViT Small2025.08 | 40.18 | 72.45 | 80.41 | 0.15 | 0.84 | |
| BaselineBackbone=ViT Small, Calibration status=None2025.08 | 39.67 | 71.03 | 80.19 | 0.16 | 0.81 | |
| Baseline EEBackbone=ViT Small2025.08 | 39.67 | 71.03 | 80.19 | 0.16 | 0.81 | |
| CalibratedBackbone=ViT Small, Calibration status=Standard Calibration2025.08 | 39.4 | 72.04 | 80.34 | 0.02 | 0.82 | |
| CalibratedBackbone=ViT Small2025.08 | 39.4 | 72.04 | 80.34 | 0.02 | 0.82 | |
| EEFP Confidence CorrectionBackbone=EfficientNet B2, Calibration status=Proposed Correction2025.08 | 34.5 | 63.46 | 77.57 | 0.15 | 0.76 | |
| EEFP Confidence CorrectionBackbone=EfficientNet B22025.08 | 34.5 | 63.46 | 77.57 | 0.15 | 0.76 | |
| BaselineBackbone=EfficientNet B2, Calibration status=None2025.08 | 33.99 | 62.16 | 76.88 | 0.18 | 0.74 | |
| Baseline EEBackbone=EfficientNet B22025.08 | 33.99 | 62.16 | 76.88 | 0.18 | 0.74 | |
| CalibratedBackbone=EfficientNet B2, Calibration status=Standard Calibration2025.08 | 33.7 | 62.99 | 77.49 | 0.02 | 0.76 | |
| CalibratedBackbone=EfficientNet B22025.08 | 33.7 | 62.99 | 77.49 | 0.02 | 0.76 |