Task-Incremental Learning
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
88.2Average Accuracy
15
Apr 23, 2026
76.1Average Accuracy
15
Apr 23, 2026
63.9Average Accuracy
15
Apr 23, 2026
22.18Average Accuracy (A-bar)
15
Mar 17, 2026
34.46Average Accuracy (A-bar)
15
Mar 17, 2026
58.46Average Accuracy (A-bar)
15
Mar 17, 2026
9.66Average Forgetting
14
Apr 23, 2026
77.5Final Avg Acc
14
Feb 26, 2026
62.21Accuracy
13
Jun 9, 2026
75.64Accuracy
13
Jun 9, 2026
87.94Accuracy
13
Jun 9, 2026
42.8Accuracy
13
May 18, 2026
52.1Accuracy
13
May 18, 2026
59.4Accuracy
13
May 18, 2026
38.75Training Time (Hours)
13
Mar 17, 2026
21.3Average Backward Transfer (BWT)
13
Mar 10, 2026
72.71Accuracy
13
Mar 10, 2026
82.04Top-1 Accuracy
13
Feb 26, 2026
98.31Top-1 Acc
13
Feb 26, 2026
1.9Backward Transfer
11
Apr 23, 2026
3.7Backward Transfer
11
Apr 23, 2026
86.19Top-1 Acc
10
Feb 26, 2026
64.7Avg Acc
7
Apr 27, 2026
74.8Average Accuracy
7
Apr 27, 2026
84.7Final Average Accuracy
7
Feb 26, 2026