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Papers Benchmarks Datasets Tasks

Class-incremental learning research benchmarks – Page 14 · SOTA2 Research

Class-incremental learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

18Final Avg Accuracy

7

Feb 26, 2026

ImageNet-R Sequential (test)

82.41Last Top-1 Accuracy

7

Feb 26, 2026

CIFAR-100 Sequential (test)

92.54Final Top-1 Accuracy

7

Feb 26, 2026

ImageNet Subset (test)

69.15Average Accuracy

7

Feb 26, 2026

ImageNet100-B0 10 steps (non-rehearsal)

84.05Average Accuracy

7

Feb 26, 2026

CIFAR100 B0 (10 steps) (non-rehearsal)

56.57Average Score

7

Feb 26, 2026

ImageNet-100 1.0 (test)

95.1Top-5 Acc (Avg)

7

Feb 26, 2026

DomainNet 15-task

73.91FAA

6

Mar 25, 2026

DomainNet 10-task

76.54FAA

6

Mar 25, 2026

1.05Final Average Forgetting

6

Mar 17, 2026

VTAB5T small Uniformly Abrupt

1.85Average Forgetting

6

Mar 17, 2026

VTAB5T-large Uniformly Abrupt Final average forgetting

0.31Final Average Forgetting

6

Mar 17, 2026

ImageNet-A Uniformly Abrupt Final average forgetting

3.45Final Average Forgetting

6

Mar 17, 2026

CIFAR-100 Uniformly Mild

2.01Average Forgetting

6

Mar 17, 2026

VTAB Inc10 (test)

89.42Average Accuracy

6

Mar 13, 2026

ObjectNet Inc10 (test)

71Average Accuracy

6

Mar 13, 2026

ImageNet-A Inc10 (test)

62.81Average Accuracy

6

Mar 13, 2026

ImageNet-50 5 tasks (test)

89.8Avg Accuracy

6

Feb 26, 2026

Tiny ImageNet 20 tasks, 5 classes per task (test)

55.5AN Score

6

Feb 26, 2026

CIFAR-100 10 tasks

69.9Average Novelty

6

Feb 26, 2026

CIFAR-100 5 tasks

69.9AN

6

Feb 26, 2026

ImageNet-A 50 tasks (test)

60.82Accuracy

6

Feb 26, 2026

ImageNet-R 50 tasks (test)

74.64Accuracy

6

Feb 26, 2026

ImageNet100 (test)

75.54Last Accuracy

6

Feb 26, 2026

DomainNet Clipart (test)

41.57Accuracy

6

Feb 26, 2026

Page 14 of 16

Popular datasets

ImageNet CIFAR CUB CIFAR100 ImageNet-R

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