Image Classification on ImageNet-C Severity 5 Episodic (val)
62Accuracy (Gaussian Noise)DeYO-COME + clip
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DeYO-COME + clipε-DP=∞2026.06 | 62 | 63.6 | 63.2 | 62.4 | 61.5 | 67.9 | 66.8 | 72.5 | 70.1 | 75 | 80 | 68.4 | 73.2 | 76.5 | 73.8 | 69.1 | |
| DeYO-COMEε-DP=∞2026.06 | 61.9 | 63.2 | 63 | 61.6 | 60.7 | 67.1 | 65.6 | 71.8 | 69 | 74.2 | 80.1 | 68.1 | 71.9 | 76.5 | 73.9 | 68.6 | |
| EATA + clipε-DP=∞2026.06 | 61 | 62.5 | 62.4 | 61.1 | 60.1 | 66.6 | 65.4 | 71.2 | 69 | 73.5 | 79.8 | 66.1 | 72.1 | 76.2 | 73.7 | 68 | |
| Tent + clipε-DP=∞2026.06 | 60.8 | 62.5 | 62.2 | 61.1 | 60 | 66.7 | 64.9 | 71 | 68.8 | 73.8 | 79.8 | 67.2 | 71.8 | 76.2 | 73.5 | 68 | |
| DP-DeYO-COMEε-DP=102026.06 | 60.4 | 61.7 | 61.9 | 59 | 54.9 | 63.4 | 60 | 69.1 | 65.6 | 71.5 | 79.8 | 66.1 | 66.2 | 74.6 | 72.6 | 65.8 | |
| EATAε-DP=∞2026.06 | 60.3 | 61.5 | 61.7 | 59.9 | 58.3 | 65.4 | 63.4 | 69.1 | 67.1 | 72.1 | 79.3 | 64.3 | 69.3 | 74.7 | 72.7 | 66.6 | |
| DP-DeYO-COMEε-DP=202026.06 | 60.1 | 61.7 | 61.5 | 59.7 | 58.6 | 65.2 | 63.7 | 70.6 | 67.5 | 73.6 | 79.5 | 66.2 | 70.8 | 75.4 | 73 | 67.1 | |
| DP-DeYO-COMEε-DP=52026.06 | 59.6 | 61.2 | 61.1 | 57.8 | 54.1 | 62.6 | 58.9 | 68.5 | 64.9 | 70.6 | 79.6 | 64.5 | 65.7 | 74.2 | 72.4 | 65.1 | |
| DP-DeYO-COMEε-DP=152026.06 | 59.2 | 60.9 | 60.7 | 58.6 | 57.8 | 64.3 | 62.9 | 70 | 66.9 | 72.9 | 79.1 | 64.7 | 70.5 | 75 | 72.6 | 66.4 | |
| DP-Tentε-DP=202026.06 | 59 | 60.7 | 60.2 | 58 | 57.2 | 63.5 | 61.3 | 68.4 | 66.3 | 70.4 | 78.7 | 62.6 | 68.8 | 74.6 | 72.1 | 65.4 | |
| DP-EATAε-DP=202026.06 | 58.9 | 60.8 | 60.2 | 58.1 | 57.1 | 63.6 | 61.4 | 68.6 | 66.5 | 70.7 | 78.7 | 62.8 | 68.8 | 74.6 | 72.1 | 65.5 | |
| Tentε-DP=∞2026.06 | 58.7 | 59.7 | 60.1 | 58.8 | 53.8 | 62.6 | 58.7 | 54.6 | 59.7 | 70 | 78.6 | 66.1 | 60.3 | 72.2 | 71.2 | 63 | |
| DP-Tentε-DP=102026.06 | 58.7 | 60 | 59.9 | 57.6 | 52.6 | 61.9 | 58 | 66.2 | 64.1 | 59.9 | 78.4 | 62 | 63.9 | 72.6 | 71.4 | 63.1 | |
| DP-Tentε-DP=52026.06 | 57.9 | 59.4 | 59.4 | 56.5 | 52.1 | 60.9 | 56.7 | 65.4 | 63.3 | 57.8 | 78 | 60.2 | 63.1 | 72.1 | 70.9 | 62.2 | |
| DP-Tentε-DP=152026.06 | 57.8 | 59.9 | 59.2 | 56.3 | 56.2 | 62.4 | 60.1 | 67.6 | 65.4 | 69.4 | 78 | 60.2 | 68.2 | 74 | 71.3 | 64.4 | |
| DP-EATAε-DP=152026.06 | 57.8 | 59.8 | 59.1 | 56.4 | 56.4 | 62.4 | 60.3 | 67.5 | 65.2 | 69.2 | 77.8 | 60.4 | 68.2 | 73.7 | 71.4 | 64.4 | |
| DP-EATAε-DP=52026.06 | 57.8 | 59.2 | 59.2 | 56.4 | 52 | 60.8 | 56.6 | 65 | 63.1 | 59.1 | 77.8 | 60.2 | 63 | 71.9 | 70.7 | 62.2 | |
| SARε-DP=∞2026.06 | 57.5 | 59.4 | 59.5 | 57.6 | 56.5 | 63.2 | 61.5 | 57 | 64.3 | 67 | 77.6 | 63.6 | 67.6 | 73.5 | 71.5 | 63.8 | |
| SAR + clipε-DP=∞2026.06 | 57.5 | 58.6 | 58.8 | 57.2 | 53 | 61 | 57.5 | 64.7 | 62.3 | 67.4 | 78.1 | 62.4 | 61.9 | 71.5 | 70.8 | 62.9 | |
| DP-DeYO-COMEε-DP=12026.06 | 57.5 | 58.1 | 58.2 | 52.3 | 40.8 | 57.2 | 51.6 | 63 | 58.9 | 58 | 78.1 | 56.7 | 52.7 | 70.1 | 70 | 58.9 | |
| DP-SARε-DP=152026.06 | 57.1 | 58.3 | 58.4 | 56.4 | 51.3 | 60.2 | 56.2 | 62.9 | 61.5 | 62.4 | 78.1 | 61.2 | 60.7 | 71.6 | 70.8 | 61.8 | |
| DeYOε-DP=∞2026.06 | 56.8 | 58.8 | 58.8 | 57.1 | 56.4 | 63.7 | 61.2 | 68 | 63.8 | 68.3 | 78.3 | 63.1 | 68.6 | 73.5 | 71.4 | 64.5 | |
| DeYO + clipε-DP=∞2026.06 | 56.7 | 58.8 | 57.9 | 56.1 | 55.4 | 62.8 | 60.8 | 67.9 | 65.2 | 70.9 | 77.7 | 62.5 | 69.5 | 73.6 | 70.9 | 64.5 | |
| DP-DeYOε-DP=102026.06 | 55.9 | 57.3 | 56.9 | 55.1 | 50.8 | 59.3 | 55.7 | 63.3 | 61.2 | 65.9 | 77.3 | 59.7 | 62.5 | 70.5 | 69.9 | 61.4 | |
| DP-SARε-DP=102026.06 | 55.8 | 57.5 | 57.3 | 55.1 | 50.9 | 59.1 | 55.8 | 63.9 | 62.1 | 63.1 | 77.5 | 60 | 62.5 | 70.6 | 70 | 61.4 | |
| DP-DeYOε-DP=202026.06 | 55.8 | 57.1 | 56.7 | 55.2 | 50.8 | 59.3 | 55.9 | 63.4 | 61.4 | 66.1 | 77.4 | 60.4 | 62.4 | 70.5 | 69.7 | 61.5 | |
| DP-DeYOε-DP=152026.06 | 55.7 | 57 | 56.6 | 55.1 | 50.7 | 59.2 | 55.8 | 63.4 | 61.4 | 66.2 | 77.4 | 60.1 | 62.3 | 70.5 | 69.7 | 61.4 | |
| DP-Tentε-DP=12026.06 | 55.6 | 56.5 | 57 | 53.2 | 40.8 | 57.1 | 50.4 | 61.4 | 56.8 | 41.7 | 77.6 | 52.8 | 49.7 | 68.9 | 69.5 | 56.6 | |
| DP-EATAε-DP=12026.06 | 55.6 | 56.5 | 57 | 53.2 | 40.8 | 57.1 | 50.4 | 61.4 | 56.8 | 41.6 | 77.5 | 52.8 | 49.7 | 68.8 | 69.5 | 56.6 | |
| DP-SARε-DP=12026.06 | 55.1 | 56.1 | 56.4 | 53.2 | 41.1 | 56.5 | 49.9 | 61.3 | 56.8 | 44.2 | 77.4 | 52.7 | 50.3 | 68 | 69.7 | 56.6 | |
| DP-EATAε-DP=102026.06 | 54.8 | 57.2 | 56.3 | 52.3 | 53.6 | 59.4 | 57 | 64.8 | 62.5 | 65.9 | 76.3 | 53.9 | 66.1 | 72.1 | 69.8 | 61.5 | |
| DP-DeYOε-DP=52026.06 | 54.7 | 56.3 | 55.5 | 53.7 | 50.1 | 58.1 | 54.2 | 62.4 | 60.5 | 65.6 | 76.8 | 56.8 | 61.8 | 69.9 | 69.4 | 60.4 | |
| DP-SARε-DP=52026.06 | 54.4 | 56.4 | 56.2 | 53.5 | 50 | 57.5 | 54.2 | 62.9 | 61.3 | 61.9 | 76.9 | 58.1 | 61.6 | 69.7 | 69.5 | 60.3 | |
| DP-SARε-DP=202026.06 | 54.2 | 56.1 | 55.3 | 53.1 | 52.2 | 58.7 | 56.8 | 64.9 | 62.2 | 67.4 | 76.6 | 58.5 | 66.1 | 71.8 | 69.7 | 61.6 | |
| DP-DeYOε-DP=12026.06 | 54.2 | 54.4 | 54.8 | 51.4 | 33.5 | 53.2 | 46.3 | 60.4 | 61.5 | 61.5 | 77.4 | 44.5 | 45.9 | 67.5 | 69.4 | 55.7 | |
| Source (fθ0)ε-DP=∞2026.06 | 53.9 | 53.3 | 54.1 | 49.6 | 32.3 | 52.3 | 45.4 | 60.2 | 62.4 | 65.8 | 77.3 | 36.6 | 45.2 | 67.3 | 69.3 | 55 |