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Papers Benchmarks Datasets Tasks

Crowd Counting research benchmarks – Page 2 · SOTA2 Research

Crowd Counting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

7.32MAE

13

Feb 26, 2026

ShanghaiTech-A -> UCF-QNRF (test)

105.3MAE

13

Feb 26, 2026

48.8MAE

13

Feb 26, 2026

71.7MAE

13

Feb 26, 2026

9.74MAE

12

Jun 18, 2026

SHHA Dense >1000

126.1MAE

12

Mar 27, 2026

SHHA Moderate 100-1000

16.69MAE

12

Mar 27, 2026

SHHA Sparse <100

2.83MAE

12

Mar 27, 2026

28.1MAE

12

Mar 27, 2026

UCF-QNRF 15 (test)

79.5MAE

12

Feb 26, 2026

5.6MAE

12

Feb 26, 2026

LC-Crowd v1 (test)

12.2MAE

11

Jun 18, 2026

ShanghaiTech Part B Dark (test)

6.55MAE

11

Jun 18, 2026

SHA Dark (test)

51.08MAE

11

Jun 18, 2026

JHU-Crowd+ 44 (test)

54.3MAE

11

Feb 26, 2026

CrowdH-Mix-469 (test)

121.23MAE

10

Jun 15, 2026

JHU-CROWD++ FH→SN

90.5MAE

10

Jun 11, 2026

JHU-CROWD++ SN→FH

31.3MAE

10

Jun 11, 2026

JHU-CROWD++ SR→SD

176.6MAE

10

Jun 11, 2026

UCF-QNRF -> ShanghaiTech-A (test)

62.4MAE

10

Feb 26, 2026

ShanghaiTech B 12 (test)

5.8MAE

10

Feb 26, 2026

20.88MAE

9

Mar 26, 2026

Crowd Counting 100 images (test)

59.19GAME Score (0)

9

Mar 4, 2026

46.23MAE

9

Feb 26, 2026

UCF-QNRF 10 (test)

74.3MAE

9

Feb 26, 2026

Page 2 of 4

Popular datasets

ShanghaiTech UCF-QNRF JHU-CROWD SHHA JHU-Crowd++

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