DTD
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
DTD
96.1F1-score
4
DTD v1 (test)
56.7Old Score
4
DTD (long-tail)
86.5Accuracy (Long Tail)
4
DTD
40.64Clean Accuracy
4
DTD
1.24Static Calibration Error (SCE)
4
DTD
1.44SCE
4
DTD (unseen)
59.9Accuracy
4
DTD (seen)
79.44Accuracy
4
DTD unseen prompts
60.8Accuracy
4
DTD split 1 (test)
77Accuracy
4
DTD PGD-l∞ attack, ε=4/255 (test)
49.43Robust Accuracy
4
DTD PGD-l2 attack, ε=0.5 (test)
66.49Robust Accuracy
4
DTD
29.9Color Robustness
3
DTD
3TP
3
DTD
2.4Accuracy Gain
3
DTD
0.26Mean Squared Error (MSE)
3
DTD
-0.3Delta CA
3
DTD
2.3CW Robustness
3
DTD (test)
53.5Accuracy (1-shot)
3
DTD
0.749Weighted Kendall's tau
3
DTD
53.4Zero-Shot Accuracy
2
DTD
7.83AECE
2
DTD
6.81Accuracy (%)
2
DTD
83.97Base Accuracy
2
DTD
60.8Accuracy
2