Robustness Evaluation
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
50ICA
5
May 19, 2026
43.8IN-A Top-1 Acc
5
Feb 26, 2026
100Indirect PI Accuracy
4
Jun 17, 2026
0.47L(x)
4
Jun 4, 2026
79.07VAcc
4
Apr 27, 2026
0.781VAcc
4
Apr 27, 2026
88VAcc
4
Apr 27, 2026
100Identity Bit Accuracy
4
Feb 26, 2026
100Identity Bit Acc
4
Feb 26, 2026
58.1Quantity Stress Score
4
Feb 26, 2026
0.076Jensen-Shannon Divergence
4
Feb 26, 2026
0.013Jensen-Shannon Divergence
4
Feb 26, 2026
0.005Jensen-Shannon Divergence
4
Feb 26, 2026
0.174Jensen-Shannon Divergence
4
Feb 26, 2026
0.01Jensen-Shannon Divergence
4
Feb 26, 2026
4.29Mean Robust Accuracy Improvement
4
Feb 26, 2026
-1.3Saturation
3
Feb 26, 2026
22.4Top-1 Accuracy
3
Feb 26, 2026
13.3Robustness
3
Feb 26, 2026
21.7Robustness (%)
3
Feb 26, 2026
0.332Robustness Rate
3
Feb 26, 2026
64.8Robustness Rate
3
Feb 26, 2026
38.9Robustness (%)
3
Feb 26, 2026
38.6Robustness Rate
3
Feb 26, 2026
49Robustness (%)
3
Feb 26, 2026