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Papers Benchmarks Datasets Tasks

Image-to-Image Retrieval research benchmarks · SOTA2 Research

Image-to-Image Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

87.53mAP

95

Jul 8, 2026

70.6mAP

30

Mar 23, 2026

93mAP

30

Mar 23, 2026

50.1mAP

30

Mar 23, 2026

62.8mAP

30

Mar 23, 2026

44.9mAP

30

Mar 23, 2026

46.3mAP

30

Mar 23, 2026

99.4mAP

30

Mar 23, 2026

82.3mAP

30

Mar 23, 2026

80.2mAP

30

Mar 23, 2026

59.5R@1

15

May 15, 2026

53mAP

15

Mar 23, 2026

57.6mAP

15

May 27, 2026

FashionX (test)

89.4Accuracy

10

Mar 4, 2026

Crisscrossed Captions (CxC)

50.3R@1

10

Feb 26, 2026

24.72Recall@1

8

Jun 4, 2026

33.4Recall@5

8

Feb 26, 2026

13-Dataset Retrieval Suite (Caltech, CUB, ROxford, RParis, Cars, Pets, Flowers, Aircraft, DTD, EuroSAT, Food101, SUN397, UCF101) (test)

93.1Caltech Retrieval Score

7

Mar 23, 2026

iNaturalist mini 2021 (train)

13.07Accuracy

6

Mar 23, 2026

Places365 (val)

17.78Accuracy

6

Mar 23, 2026

DHARANI Complete Region 1.0 (val)

CytoCLIP (BiomedCLIP)

4.8Recall@1

6

Feb 26, 2026

DHARANI High Res. Tiles 1.0 (val)

CytoCLIP (BiomedCLIP)

4.4Recall@1

5

Feb 26, 2026

8.8Recall@1

4

Jun 9, 2026

Gemini Embedding 2

79.4Recall@1

4

May 27, 2026

NIGHTS M-BEIR (test)

33Recall@5

4

Feb 26, 2026

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