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Papers Benchmarks Datasets Tasks

Class-incremental learning research benchmarks – Page 12 · SOTA2 Research

Class-incremental learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet-100 (Base 0 Inc 5) 1.0 (test)

64.86Last Accuracy

9

Mar 10, 2026

S-CIFAR-100 5 Step (test)

80.4Avg Top-1 Acc

9

Feb 26, 2026

S-CIFAR-100 20 Step

81.49Avg Top-1 Acc

9

Feb 26, 2026

OmniBenchmark (OB) 10 Tasks

87.33AN (Avg Novelty/Accuracy)

9

Feb 26, 2026

Stanford Dogs 10 Tasks

92.64Average Accuracy

9

Feb 26, 2026

DomainNet 5 tasks (test)

77.72ACC5

9

Feb 26, 2026

97.7Average Accuracy

8

Apr 16, 2026

TinyImageNet 20-step

71.49Average Inference Accuracy

8

Mar 12, 2026

TinyImageNet 10-step

71.74Average Accuracy

8

Mar 12, 2026

ImageNet-1000 100-100 scenario

62.44Last Accuracy

8

Mar 11, 2026

ImageNet-100 50-10 scenario

77.19Last Accuracy

8

Mar 11, 2026

CIFAR-100 50-10 scenario

71.41Last Accuracy

8

Mar 11, 2026

Tiny-ImageNet 20 incremental tasks (test)

0.486Accuracy

8

Feb 26, 2026

CIFAR-100 B40-S20 (test)

49.32Final Accuracy

8

Feb 26, 2026

CIFAR-100 B50-S10 (test)

54.31Final Accuracy

8

Feb 26, 2026

CIFAR-100 B50-S5 (test)

56.03Accuracy

8

Feb 26, 2026

CIFAR-100 B40-S20 setting 1.0 (test)

Geometry Incremental Search

61.85AIA

8

Feb 26, 2026

CIFAR-100 B50-S10 setting 1.0 (test)

Geometry Incremental Search

65.93AIA

8

Feb 26, 2026

CIFAR-100 B50-S5 setting 1.0 (test)

Geometry Incremental Search

67.44AIA

8

Feb 26, 2026

CIFAR100-B50 (10 steps) (test)

79.91Avg Top-1 Acc

8

Feb 26, 2026

CIFAR100-B50 (5 steps) (test)

0.799Avg Top-1 Accuracy

8

Feb 26, 2026

CIFAR100 B50 2 steps (test)

77.2Avg Top-1 Acc

8

Feb 26, 2026

ImageNet 500 base + 10x50 novel classes (incremental)

score fusion (best-Acc_avg)

70.67Accuracy (t=0..10)

8

Feb 26, 2026

CIFAR-100 B50 10 steps (test)

Joint Training (Bound)

81.49Average Accuracy

8

Feb 26, 2026

69.72Avg Inc Acc (5 tasks)

8

Feb 26, 2026

Page 12 of 16

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ImageNet CIFAR CUB CIFAR100 ImageNet-R

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