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Zero-shot Classification research benchmarks – Page 3 · SOTA2 Research

Zero-shot Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Domain datasets group (FGVCAircraft, EuroSAT, DTD, PCAM)

39.2Top-1 Accuracy (Clean)

10

Feb 27, 2026

Scene datasets group (SUN397, Country211)

41.7Top-1 Accuracy (Clean)

10

Feb 27, 2026

General datasets group (ImageNet, CIFAR10, CIFAR100, STL10, Caltech101, Caltech256)

80.7Clean Top-1 Acc

10

Feb 27, 2026

87.9Top-1 Accuracy (Clean)

9

Jun 11, 2026

Seven tasks zero-shot

76.1Average Accuracy

9

May 25, 2026

50.2Top-1 Accuracy

9

May 1, 2026

WOD-P (Waymo Open Dataset) triplet (val)

63.18Accuracy

9

Mar 10, 2026

84.92Accuracy

9

Mar 10, 2026

56.421 Tasks Avg Score

9

Feb 26, 2026

ImageNet 21K 2011 (test)

1.4Flat Hit@1

8

Feb 26, 2026

ImageNet 3-hops 2011 (test)

0.027Flat Hit@1

8

Feb 26, 2026

ImageNet 2-hops 2011 (test)

9.4Flat Hit@1

8

Feb 26, 2026

-11.65Mean Accuracy Delta

7

Jul 2, 2026

-23.24Mean Acc Delta

7

Jul 2, 2026

86.12Accuracy

7

May 18, 2026

40.79Accuracy (Zero-shot)

7

May 18, 2026

60.45Accuracy (Zero-shot)

7

May 18, 2026

7 Classification Tasks

Llama-3.2-1B-Instruct

53.88Mean Performance

7

Apr 16, 2026

73.83Top-1 Acc

7

Feb 26, 2026

76.33Top-1 Accuracy

7

Feb 26, 2026

ELEVATER ImageNet 21 datasets

56.9Average Accuracy

7

Feb 26, 2026

THINGS-EEG2 Inter-subject (test)

12.4Subject 1 Top-1 Acc

6

Apr 2, 2026

THINGS-EEG2 Intra-subject

34Subject 1 Top-1 Accuracy

6

Apr 2, 2026

56.61Mean Accuracy

6

Feb 26, 2026

ImageNet 1k V2 R A (test)

86.3Top-1 Acc (Test)

6

Feb 26, 2026

Page 3 of 4

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ImageNet COCO CIFAR Evaluation Suite CUB

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