人群分析、人群计数 开源代码文献及数据库
Multi-scale Convolution Neural Networks for Crowd Counting Inception module 用于人群密度估计
tensorflow: https://github.com/Ling-Bao/mscnn
人群密度估计 利用未标记数据辅助训练网络
Leveraging Unlabeled Data for Crowd Counting by Learning to Rank CVPR2018
https://github.com/xialeiliu/CrowdCountingCVPR18
Crowd Counting Via Scale-adaptive Convolutional Nerual Network
https://github.com/miao0913/SaCNN-CrowdCounting-Tencent_Youtu
人群分析 物体计数 Towards perspective-free object counting with deep learning ECCV2016
https://github.com/gramuah/ccnn
人群计数 CNN-based Cascaded Multi-task Learning of High-level Prior and Density Estimation for Crowd Counting AVSS 2017
https://github.com/svishwa/crowdcount-cascaded-mtl
人群计数 CrowdNet: A Deep Convolutional Network for Dense Crowd Counting Caffe:
https://github.com/davideverona/deep-crowd-counting_crowdnet
(需要先安装 deeplab v2: https://bitbucket.org/aquariusjay/deeplab-public-ver2.git)
人群数据库 Novel Dataset for Fine-grained Abnormal Behavior Understanding in Crowd
人群异常行为数据库：https://github.com/hosseinm/med Panic，Fight，Congestion，Obstacle ，Neutral
人群异常检测 Anomaly Detection and Localization in Crowded Scenes
数据库 http://www.svcl.ucsd.edu/projects/anomaly/
人群分析 Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction
https://www.microsoft.com/en-us/research/publication/deep-spatio-temporal-residual-networks-for-citywide-crowd-flows-prediction/
https://github.com/lucktroy/DeepST/tree/master/scripts/papers/AAAI17
人群行为分析 Measuring Crowd Collectiveness CVPR2013
http://mmlab.ie.cuhk.edu.hk/projects/collectiveness/
https://github.com/metalbubble/collectiveness
人群分析 Scene-Independent Group Profiling in Crowd CVPR2014
http://www.ee.cuhk.edu.hk/~jshao/CUHKcrowd.html https://github.com/amiltonwong/crowd_group_profile
人群属性 Deeply Learned Attributes for Crowded Scene Understanding CVPR2015
http://www.ee.cuhk.edu.hk/~jshao/WWWCrowdDataset.html https://github.com/amandajshao/www_deep_crowd
人群分析 Slicing Convolutional Neural Network for Crowd Video Understanding CVPR2016
http://www.ee.cuhk.edu.hk/~jshao/SCNN.html
Caffe code: https://github.com/amandajshao/Slicing-CNN
人体检测 End-to-end people detection in crowded scenes CVPR2016
https://github.com/Russell91/ReInspect
人群计数 Single-Image Crowd Counting via Multi-Column Convolutional Neural Network CVPR2016
https://github.com/svishwa/crowdcount-mcnn
https://github.com/leeyeehoo/Reduplication-of-Single-Image-Crowd-Counting-via-MCNN-on-UCF-Dataset
人群计数 Switching Convolutional Neural Network for Crowd Counting CVPR2017
https://github.com/val-iisc/crowd-counting-scnn