CNN-based Density Estimation and Crowd Counting: A Survey

28 March 2020

Qingjie Liu

Yunhong Wang

Papers citing "CNN-based Density Estimation and Crowd Counting: A Survey"

50 / 117 papers shown

Title
A Survey on Class-Agnostic Counting: Advancements from Reference-Based to Open-World Text-Guided Approaches Luca Ciampi Ali Azmoudeh Elif Ecem Akbaba Erdi Sarıtaş Ziya Ata Yazıcı H. K. Ekenel Giuseppe Amato Fabrizio Falchi 140 0 0 31 Jan 2025
Crowd counting with crowd attention convolutional neural network Jiwei Chen Wen Su Zengfu Wang 17 68 0 15 Apr 2022
Focus on Semantic Consistency for Cross-domain Crowd Understanding Tao Han Junyu Gao Yuan. Yuan Qi. Wang 26 45 0 20 Feb 2020
NWPU-Crowd: A Large-Scale Benchmark for Crowd Counting and Localization Qi. Wang Junyu Gao Wei Lin Xuelong Li 68 382 0 10 Jan 2020
AutoScale: Learning to Scale for Crowd Counting and Localization Chenfeng Xu Dingkang Liang Yongchao Xu S. Bai Wei Zhan X. Bai Masayoshi Tomizuka 66 105 0 20 Dec 2019
CCCNet: An Attention Based Deep Learning Framework for Categorized Crowd Counting Sarkar Snigdha Sarathi Das Syed Md. Mukit Rashid Mohammed Eunus Ali 24 1 0 12 Dec 2019
Feature-aware Adaptation and Density Alignment for Crowd Counting in Video Surveillance Junyu Gao Yuan. Yuan Qi. Wang 13 13 0 08 Dec 2019
Drone-based Joint Density Map Estimation, Localization and Tracking with Space-Time Multi-Scale Attention Network Longyin Wen Dawei Du Pengfei Zhu Q. Hu Qilong Wang Liefeng Bo Siwei Lyu 3DV AI4TS 17 26 0 04 Dec 2019
Estimating People Flows to Better Count Them in Crowded Scenes Weizhe Liu Mathieu Salzmann Pascal Fua OT 3DH 34 38 0 25 Nov 2019
Crowd Counting via Segmentation Guided Attention Networks and Curriculum Loss Qian Wang T. Breckon 3DPC 38 6 0 18 Nov 2019
Pushing the Frontiers of Unconstrained Crowd Counting: New Dataset and Benchmark Method Vishwanath A. Sindagi R. Yasarla Vishal M. Patel 42 87 0 28 Oct 2019
MRCNet: Crowd Counting and Density Map Estimation in Aerial and Ground Imagery R. Bahmanyar E. Vig P. Reinartz 27 44 0 27 Sep 2019
Improving the Learning of Multi-column Convolutional Neural Network for Crowd Counting Zhi-Qi Cheng Jun-Xiu Li Qi Dai Xiao-Jun Wu Jun-Yan He Alexander G. Hauptmann SSL 19 88 0 17 Sep 2019
Learning Spatial Awareness to Improve Crowd Counting Zhi-Qi Cheng Jun-Xiu Li Qi Dai Xiao-Jun Wu Alexander G. Hauptmann 3DPC 36 130 0 16 Sep 2019
Perspective-Guided Convolution Networks for Crowd Counting Zhaoyi Yan Yuchen Yuan W. Zuo Xiao Tan Yezhen Wang Shilei Wen Errui Ding 37 193 0 16 Sep 2019
Crowd Counting on Images with Scale Variation and Isolated Clusters Haoyue Bai Song Wen Shueng-Han Gary Chan 35 23 0 09 Sep 2019
Multi-Level Bottom-Top and Top-Bottom Feature Fusion for Crowd Counting Vishwanath A. Sindagi Vishal M. Patel 40 176 0 28 Aug 2019
Crowd Counting with Deep Structured Scale Integration Network Lingbo Liu Zhilin Qiu Guanbin Li Shufan Liu Wanli Ouyang Liang Lin 30 233 0 23 Aug 2019
From Open Set to Closed Set: Counting Objects by Spatial Divide-and-Conquer Haipeng Xiong Hao Lu Chengxin Liu Liang Liu Zhiguo Cao Chunhua Shen 43 165 0 15 Aug 2019
Enhanced 3D convolutional networks for crowd counting Zhikang Zou Huiliang Shao Xiaoye Qu Wei Wei Pan Zhou 35 38 0 12 Aug 2019
Dynamic Region Division for Adaptive Learning Pedestrian Counting Gaoqi He Zhenwei Ma Binhao Huang Bin Sheng Yubo Yuan 22 15 0 12 Aug 2019
SCAR: Spatial-/Channel-wise Attention Regression Networks for Crowd Counting Junyu Gao Qi. Wang Yuan. Yuan 34 192 0 10 Aug 2019
Bayesian Loss for Crowd Count Estimation with Point Supervision Zhiheng Ma Xing Wei Xiaopeng Hong Yihong Gong 3DPC 103 484 0 10 Aug 2019
Learn to Scale: Generating Multipolar Normalized Density Maps for Crowd Counting Chenfeng Xu Kai Qiu Jianlong Fu S. Bai Yongchao Xu X. Bai 36 127 0 29 Jul 2019
HA-CCN: Hierarchical Attention-based Crowd Counting Network Vishwanath A. Sindagi Vishal M. Patel 46 188 0 24 Jul 2019
Locality-constrained Spatial Transformer Network for Video Crowd Counting Yanyan Fang Bi-Sheng Zhan Wandi Cai Shenghua Gao Bo Hu ViT 42 103 0 18 Jul 2019
C^3 Framework: An Open-source PyTorch Code for Crowd Counting Junyu Gao Wei Lin Bingyan Zhao Dong Wang Chenyu Gao Jun Wen 47 87 0 05 Jul 2019
Inverse Attention Guided Deep Crowd Counting Network Vishwanath A. Sindagi Vishal M. Patel 53 30 0 02 Jul 2019
Dense Scale Network for Crowd Counting Feng Dai Hao Liu Yike Ma Juan Cao Qiang Zhao Yongdong Zhang 66 84 0 24 Jun 2019
Locate, Size and Count: Accurately Resolving People in Dense Crowds via Detection Deepak Babu Sam Skand Peri Mukuntha Narayanan Sundararaman Amogh Kamath R. Venkatesh Babu 43 227 0 18 Jun 2019
Content-aware Density Map for Crowd Counting and Density Estimation Mahdi Maktabdar Oghaz Anish R. Khadka Vasileios Argyriou Paolo Remagnino 3DV 14 4 0 17 Jun 2019
PCC Net: Perspective Crowd Counting via Spatial Convolutional Network Junyu Gao Qi. Wang Xuelong Li 38 209 0 24 May 2019
DENet: A Universal Network for Counting Crowd with Varying Densities and Scales Lei Liu Jie Jiang W. Jia Saeed K. Amirgholipour Michelle Zeibots Xiangjian He 32 51 0 17 Apr 2019
Crowd Transformer Network Viresh Ranjan M. Shah Minh Hoai Nguyen ViT 37 9 0 04 Apr 2019
Point in, Box out: Beyond Counting Persons in Crowds Yuting Liu Miaojing Shi Qijun Zhao Xiaofang Wang 3DPC 39 191 0 02 Apr 2019
Counting with Focus for Free Zenglin Shi Pascal Mettes Cees G. M. Snoek 3DV 3DPC 23 106 0 28 Mar 2019
W-Net: Reinforced U-Net for Density Map Estimation Varun Kannadi Valloli K. Mehta 33 38 0 27 Mar 2019
CODA: Counting Objects via Scale-aware Adversarial Density Adaption Li Wang Yongbo Li Xiangyang Xue 31 39 0 25 Mar 2019
Crowd Counting with Decomposed Uncertainty Min Hwan Oh Peder Olsen Karthikeyan N. Ramamurthy UQCV 36 108 0 15 Mar 2019
Learning from Synthetic Data for Crowd Counting in the Wild Qi. Wang Junyu Gao Wei Lin Yuan. Yuan 62 525 0 08 Mar 2019
Object Counting and Instance Segmentation with Image-level Supervision Hisham Cholakkal Guolei Sun Fahad Shahbaz Khan Ling Shao 40 123 0 06 Mar 2019
Crowd Counting Using Scale-Aware Attention Networks M. Hossain M. Hosseinzadeh Omit Chanda Yang Wang 24 132 0 05 Mar 2019
Crowd Counting and Density Estimation by Trellis Encoder-Decoder Network Xiaolong Jiang Zehao Xiao Baochang Zhang Xiantong Zhen Xianbin Cao David Doermann Ling Shao 3DV 26 324 0 03 Mar 2019
Exploiting Unlabeled Data in CNNs by Self-supervised Learning to Rank Xialei Liu Joost van de Weijer Andrew D. Bagdanov SSL 42 175 0 17 Feb 2019
Dual Path Multi-Scale Fusion Networks with Attention for Crowd Counting Liang Zhu Zhijian Zhao Chao Lu Yining Lin Yao Peng Tangren Yao 3DPC 33 78 0 04 Feb 2019
Improving Dense Crowd Counting Convolutional Neural Networks using Inverse k-Nearest Neighbor Maps and Multiscale Upsampling Greg Olmschenk Hao Tang Zhigang Zhu 28 23 0 31 Jan 2019
Multi-Scale Attention Network for Crowd Counting Rahul Rama Varior Bing Shuai Joseph Tighe Davide Modolo 23 27 0 17 Jan 2019
Mask-aware networks for crowd counting Shengqin Jiang Xiaobo Lu Yinjie Lei Lingqiao Liu 28 41 0 18 Dec 2018
Adaptive Scenario Discovery for Crowd Counting Xingjiao Wu Yingbin Zheng Hao Ye Wenxin Hu J. Yang Liang He 40 46 0 06 Dec 2018
ADCrowdNet: An Attention-injective Deformable Convolutional Network for Crowd Understanding Ning Liu Yongchao Long C. Zou Qun Niu Li Pan Hefeng Wu 44 282 0 29 Nov 2018