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Papers Benchmarks Datasets Tasks

Image Retrieval research benchmarks – Page 6 · SOTA2 Research

Image Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Direct Gradient Framework

86.5Recall@1

20

Feb 26, 2026

CUB-200 2011 cropped (test)

79.2Recall@1

20

Feb 26, 2026

67Recall@1

19

Apr 7, 2026

CIFAR100 General Setup (test)

81.97AR@1

19

Feb 26, 2026

Flickr 2.4M (test)

4.359Ave Aes

18

Feb 26, 2026

Cars196 Ext. Real to Watercolor

19.7R@1

18

Feb 26, 2026

Cars196 Real to Oil-painting Ext.

20.38R@1

18

Feb 26, 2026

CUB-200 Ext. Real to Watercolor 2011

26.89R@1

18

Feb 26, 2026

CUB-200-2011 Ext. Real to Oil-painting

25.71R@1

18

Feb 26, 2026

Paris106k large-scale (test)

Proposed diffusion w/ late fusion

96.2mAP

18

Feb 26, 2026

Oxford5k original (test)

Proposed diffusion w/ late fusion

96.2mAP

18

Feb 26, 2026

7.8White

18

Feb 26, 2026

ImageNet1K Extending classes setting 1.0

61.61CMC Top-1

17

May 20, 2026

Stanford Cars 196

92.6Recall@1

17

May 12, 2026

49mAP

17

Mar 30, 2026

ImageNet-4K 1.0 (test)

30.87Top-1 Accuracy

17

Feb 26, 2026

88.9Recall@1

17

Feb 26, 2026

91.2Recall@1

17

Feb 26, 2026

Cars-196 cropped (test)

93Recall@1

17

Feb 26, 2026

MSCOCO 1K (test)

65.5R@1

16

Mar 27, 2026

Stanford Cars 196 (test)

91.5Recall@1

16

Feb 26, 2026

57.22Hit@5

16

Feb 26, 2026

62.57Hit@5

16

Feb 26, 2026

0.711Hit@5

16

Feb 26, 2026

65.43Hit@5

16

Feb 26, 2026

Page 6 of 16

Popular datasets

ImageNet Oxford Paris THINGS-EEG COCO

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