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Papers Benchmarks Datasets Tasks

Continuous Novel Category Discovery research benchmarks · SOTA2 Research

Continuous Novel Category Discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

AutoNovel + LwF

61.03Mf

8

Feb 26, 2026

53.23Mf Score

8

Feb 26, 2026

72.07Mf

8

Feb 26, 2026

63Mf Score

8

Feb 26, 2026

60.66Mf

8

Feb 26, 2026

5.12Mf

8

Feb 26, 2026

CIFAR-100 SMI scenario (test)

62.38Mf Score

6

Feb 26, 2026

CIFAR-100 MI scenario (test)

GM w/o. novelty detection

4.74Mf

6

Feb 26, 2026

CIFAR-100 DI scenario

9.51Mf

5

Feb 26, 2026

Popular datasets

CIFAR ImageNet CUB CIFAR-100 FGVC-Aircraft

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