Image Classification
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
-2.01W4A4 Error
4
Feb 26, 2026
75.96Test Accuracy (Avg Last 10 Epochs)
4
Feb 26, 2026
32.37Top-1 Acc
4
Feb 26, 2026
68.75Accuracy (Clean)
4
Feb 26, 2026
88.71Clean Accuracy
4
Feb 26, 2026
88.9Clean Accuracy
4
Feb 26, 2026
2.5Runtime (GPU hours)
4
Feb 26, 2026
2Full-pipeline runtime (GPU hours)
4
Feb 26, 2026
2Full-pipeline Runtime (GPU hours)
4
Feb 26, 2026
49.6Average Accuracy
4
Feb 26, 2026
77.5Accuracy (Clean)
4
Feb 26, 2026
50.9Accuracy
4
Feb 26, 2026
94.4Top-1 Accuracy
4
Feb 26, 2026
55Top-1 Accuracy
4
Feb 26, 2026
45.3Top-1 Acc
4
Feb 26, 2026
82.7Accuracy
4
Feb 26, 2026
85.8Accuracy (%)
4
Feb 26, 2026
295Communication Cost
4
Feb 26, 2026
0.104Avg Error (%)
4
Feb 26, 2026
41.48Best Robust Acc
4
Feb 26, 2026
79.3Accuracy (Symmetric 20% Noise)
4
Feb 26, 2026
95.9Accuracy (Symmetric 20% Noise)
4
Feb 26, 2026
33.23Top-1 Accuracy
4
Feb 26, 2026
49.83Top-1 Accuracy
4
Feb 26, 2026
39.96Top-1 Acc
4
Feb 26, 2026