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Crowd Counting research benchmarks – Page 4 · SOTA2 Research

Crowd Counting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

QNRF to SHB cross-dataset

10.3MAE

3

Jun 2, 2026

QNRF to SHA cross-dataset

69.8MAE

3

Jun 2, 2026

Regression Baseline + Ld + Lt

65.6MAE (SHA)

3

Feb 26, 2026

ShanghaiTech Part_A (test)

23.79PSNR

3

Feb 26, 2026

UCF_CC_50 Transfer Learning

Learning to Rank for Crowd Counting (Multi-task)

337.6MAE

3

Feb 26, 2026

SHB to QNRF cross-dataset

304.4MAE

1

Jun 2, 2026

SHA to QNRF cross-dataset

147.6MAE

1

Jun 2, 2026

Page 4 of 4

Popular datasets

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

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