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Object Detection research benchmarks – Page 45 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

COCO Cross-category (Person to Non-Person)

55.9AR_S

8

Feb 26, 2026

45.6mAP

8

Jul 9, 2026

Cityscapes to RTTS (test)

Oracle (Target Only)

63.5AP (bus)

8

Feb 26, 2026

Glomeruli detection dataset (test)

64.7AP

8

Feb 26, 2026

Dataset-specific (Oracle)

31.8mAP50

8

Feb 26, 2026

M5 HCM to LCM 400x 1.0 (test)

Ranking+Triplet loss

33.8mAP

8

Feb 26, 2026

M5 HCM to LCM 1000x 1.0 (test)

Ranking+Triplet loss

37.5mAP

8

Feb 26, 2026

MS-COCO Additional 2017 (val)

42.11AP (IoU 0.5:0.95)

8

Feb 26, 2026

47.9AP

8

Feb 26, 2026

SID Sony (test)

4.225Object Count

8

Feb 26, 2026

COCO-20i (test)

22.6AP (COCO-20^0)

8

Feb 26, 2026

MS-COCO 100% labeled protocol

Instant-Teaching*

40.2mAP

8

Feb 26, 2026

Cityscapes to Foggy Cityscapes beta=0.02 (target)

40.8AP (person)

8

Feb 26, 2026

Virtual KITTI to BDD100K (val)

75.6mAP

8

Feb 26, 2026

COCO-based Synthetic Images

7,349Detected Objects Count

8

Feb 26, 2026

SKU-110K 1.0 (test)

Our full approach

0.492AP

8

Feb 26, 2026

COCO (test val)

57.7mAP

8

Feb 26, 2026

COCO 2016 2017 (test-dev)

47.4AP (Box)

8

Feb 26, 2026

Grounding DINO-Swin-T

56.6F1@mIoU

7

Jul 8, 2026

BDD100K (500 tracked image pairs)

2,223True Positives (TP)

7

Jul 8, 2026

94.01mAP50

7

Jul 7, 2026

Multi-center prenatal US dataset

52.6CPC

7

Jul 2, 2026

FuturePerception

65.1APL(3)

7

Jun 30, 2026

46.6nAP50 Split 1

7

Jun 23, 2026

93.4AP

7

Jun 15, 2026

Page 45 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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