CNN-based Cascaded Multi-task Learning of High-level Prior and Density Estimation for Crowd Counting

30 Jul 2017Vishwanath A. SindagiVishal M. Patel

Estimating crowd count in densely crowded scenes is an extremely challenging task due to non-uniform scale variations. In this paper, we propose a novel end-to-end cascaded network of CNNs to jointly learn crowd count classification and density map estimation... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Crowd Counting ShanghaiTech A Proposed method MAE 101.3 # 12
MSE 152.4 # 1
Crowd Counting ShanghaiTech B Cascaded-MTL MAE 20 # 11
Crowd Counting UCF CC 50 Cascaded-MTL MAE 322.8 # 12

Results from Other Papers


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK SOURCE PAPER COMPARE
Crowd Counting UCF-QNRF CMTL MAE 252 # 6