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Papers Benchmarks Datasets Tasks

On-the-fly Category Discovery research benchmarks · SOTA2 Research

On-the-fly Category Discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Stanford Cars C=196 (test)

2,953Number of Classes Found

7

Apr 14, 2026

CUB C=200 (test)

2,146# Classes

7

Apr 14, 2026

Mollusca (test)

39.9Accuracy (All Categories)

5

Feb 26, 2026

Animalia (test)

40.3Accuracy (All)

5

Feb 26, 2026

Arachnida (test)

37Accuracy (All)

5

Feb 26, 2026

31.4Accuracy (All)

5

Feb 26, 2026

29.1Accuracy (All)

5

Feb 26, 2026

Oxford Pets (test)

48.3Accuracy (All)

5

Feb 26, 2026

Popular datasets

CUB Stanford Cars Food101 Fungi Oxford Pets

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