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Papers Benchmarks Datasets Tasks

Image Retrieval research benchmarks – Page 9 · SOTA2 Research

Image Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ROxf+R1M Medium

61.8mAP

10

Feb 26, 2026

ImageNet 100 (val)

57.04Top-1 Accuracy

10

Feb 26, 2026

75Recall@1

10

Feb 26, 2026

79.39Recall@1

10

Feb 26, 2026

79.36AR@1

10

Feb 26, 2026

75.85AR@1

10

Feb 26, 2026

86.98AR@1

10

Feb 26, 2026

47.45AR@1

10

Feb 26, 2026

Token-based Representation (PQ8)

0.1Memory (GB)

10

Feb 26, 2026

Token-based Representation (PQ8)

0.104Retrieval Latency (s)

10

Feb 26, 2026

CC152K 150K (test)

44.8R@1

9

Jun 4, 2026

MS COCO Karpathy's split (val)

12.5Deletion @1

9

May 8, 2026

MS COCO 2014 (test)

19.48Recall@1 (Del)

9

Feb 26, 2026

OpenEvents v1 (public test)

Lightweight Entity-Guided Event-Based Image Retrieval (Ours)

0.559mAP

9

Feb 26, 2026

CO3D-Retrieve With masked backgrounds

RRT + R50 w/ LMaxEPI

85.17R@1

9

Feb 26, 2026

CO3D-Retrieve Full images

RRT + R50 w/ LMaxEPI

90.69R@1

9

Feb 26, 2026

Tiny ImageNet General Setup (test)

47.45AR@1

9

Feb 26, 2026

Tiny ImageNet Blurry Setup (test)

35.46AR@1

9

Feb 26, 2026

Tiny ImageNet Disjoint Setup (test)

54.42AR@1

9

Feb 26, 2026

CIFAR100 Blurry Setup (test)

55.1AR@1

9

Feb 26, 2026

CIFAR100 Disjoint Setup (test)

83.39AR@1

9

Feb 26, 2026

RParis + R1M medium hard

67.6mAP (medium)

9

Feb 26, 2026

RParis Revisited (medium, hard)

85.3mAP (medium)

9

Feb 26, 2026

ROxford + R1M (medium, hard)

66.5mAP (medium)

9

Feb 26, 2026

ROxford Revisited (medium, hard)

81.8mAP (medium)

9

Feb 26, 2026

Page 9 of 16

Popular datasets

ImageNet Oxford Paris THINGS-EEG COCO

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