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OmniBenchmark

Benchmarks

Task NameDataset NameSOTA ResultTrend
Class-Incremental LearningOmniBenchmark B0 Inc30
Last Accuracy85.44
28
Class Incremental LearningOmniBenchmark
Avg Accuracy79.9
17
Image ClassificationOmniBenchmark Task 4, 40-20
Accuracy R72.75
16
Image ClassificationOmniBenchmark Task 3, 60-20
Accuracy (r)67.62
16
Image ClassificationOmniBenchmark Task 2 80-20
Accuracy (r)66.23
16
Image ClassificationOmniBenchmark Task 1, 100-20
Accuracy (r)63.93
16
Class-Incremental LearningOmniBenchmark CIL, T=10 (test)
Avg Acc79.9
11
Class Incremental LearningOmniBenchmark (OB) 10 Tasks
AN (Avg Novelty/Accuracy)87.33
9
Class Incremental LearningOmniBenchmark Inc-10 B-0 (test)
Average F-Score8.69
7
Class Incremental LearningOmniBenchmark Inc-5 B-0 (test)
Favg9.29
7
Class-Incremental LearningOmniBenchmark 10 steps (incremental)
Average Accuracy83.29
7
Class Incremental LearningOmniBenchmark B-0
Last Accuracy (Alast)82.27
4
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