Auxiliary Tasks

Classification

[PCC-Net] PCC Net: Perspective Crowd Counting via Spatial Convolutional Network (T-CSVT) [paper] [code]
[CMTL] CNN-based Cascaded Multi-task Learning of High-level Prior and Density Estimation for Crowd Counting (AVSS) [paper] [code]
[CP-CNN] Generating High-Quality Crowd Density Maps using Contextual Pyramid CNNs (ICCV) [paper]

Detection

[Crowd-Hat] Boosting Detection in Crowd Analysis via Underutilized Output Features (CVPR)[paper][code]
[CTFNet] Faster, Lighter, Robuster: A Weakly-Supervised Crowd Analysis Enhancement Network and A Generic Feature Extraction Framework (CVPR) [paper]
[DecideNet] DecideNet: Counting Varying Density Crowds Through Attention Guided Detection and Density (CVPR) [paper]

Segmentation

[MAN] Mask-aware networks for crowd counting (T-CSVT) [paper]
[AT-CFCN] Leveraging Heterogeneous Auxiliary Tasks to Assist Crowd Counting (CVPR) [paper]
[PCC-Net] PCC Net: Perspective Crowd Counting via Spatial Convolutional Network (T-CSVT) [paper] [code]
[BSAD] Body Structure Aware Deep Crowd Counting (TIP) [paper]

Depth

Scale-aware Crowd Counting via Depth-embedded Convolutional Neural Networks [paper]
[RDNet] Density Map Regression Guided Detection Network for RGB-D Crowd Counting and Localization (CVPR) [paper][code]
[AT-CFCN] Leveraging Heterogeneous Auxiliary Tasks to Assist Crowd Counting (CVPR) [paper]
Using Depth for Pixel-Wise Detection of Adversarial Attacks in Crowd Counting [paper]