Mask Focal Loss: A unifying framework for dense crowd counting with canonical object detection networks

22 December 2022

Papers citing "Mask Focal Loss: A unifying framework for dense crowd counting with canonical object detection networks"

50 / 55 papers shown

Title
Perception Reinforcement Using Auxiliary Learning Feature Fusion: A Modified Yolov8 for Head Detection Jiezhou Chen Guankun Wang Weixiang Liu Xiaopin Zhong Yibin Tian Zongze Wu CVBM 124 1 0 14 Oct 2023
Cross-View Cross-Scene Multi-View Crowd Counting Qi Zhang Wei Lin Antoni B. Chan 77 63 0 03 May 2022
PolyLoss: A Polynomial Expansion Perspective of Classification Loss Functions Zhaoqi Leng Mingxing Tan Chenxi Liu E. D. Cubuk Xiaojie Shi Shuyang Cheng Drago Anguelov 55 139 0 26 Apr 2022
Enhancing and Dissecting Crowd Counting By Synthetic Data Yi Hou Chengyang Li Yuheng Lu Liping Zhu Yuan Li Huizhu Jia Xiaodong Xie 61 10 0 22 Jan 2022
Active Learning for Deep Visual Tracking Di Yuan Xiaojun Chang Yi Yang Qiao Liu Dehua Wang Zhenyu He 53 90 0 17 Oct 2021
Rethinking Counting and Localization in Crowds:A Purely Point-Based Framework Qingyu Song Changan Wang Zhengkai Jiang Yabiao Wang Ying Tai Chengjie Wang Jilin Li Feiyue Huang Yang Wu 74 264 0 27 Jul 2021
Dense Point Prediction: A Simple Baseline for Crowd Counting and Localization Yi Wang Xinyu Hou Lap-Pui Chau 3DPC 74 24 0 26 Apr 2021
Tracking Pedestrian Heads in Dense Crowd Ramanathan Sundararaman Cédric Braga É. Marchand J. Pettré VOT 69 77 0 24 Mar 2021
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation Michael Yeung Evis Sala Carola-Bibiane Schönlieb L. Rundo 69 407 0 08 Feb 2021
A Survey on Deep Learning-based Single Image Crowd Counting: Network Design, Loss Function and Supervisory Signal Haoyue Bai Jiageng Mao Shueng-Han Gary Chan 114 22 0 31 Dec 2020
A Self-Training Approach for Point-Supervised Object Detection and Counting in Crowds Yi Wang Junhui Hou Xinyu Hou Lap-Pui Chau 3DPC 73 90 0 25 Jul 2020
Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection Xiang Li Wenhai Wang Lijun Wu Shuo Chen Xiaolin Hu Jun Li Jinhui Tang Jian Yang ObjD 71 1,199 0 08 Jun 2020
JHU-CROWD++: Large-Scale Crowd Counting Dataset and A Benchmark Method Vishwanath A. Sindagi R. Yasarla Vishal M. Patel 65 227 0 07 Apr 2020
CNN-based Density Estimation and Crowd Counting: A Survey Guangshuai Gao Junyu Gao Qingjie Liu Qi. Wang Yunhong Wang 67 155 0 28 Mar 2020
NWPU-Crowd: A Large-Scale Benchmark for Crowd Counting and Localization Qi. Wang Junyu Gao Wei Lin Xuelong Li 94 390 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 92 106 0 20 Dec 2019
Estimating People Flows to Better Count Them in Crowded Scenes Weizhe Liu Mathieu Salzmann Pascal Fua OT 3DH 56 38 0 25 Nov 2019
Pushing the Frontiers of Unconstrained Crowd Counting: New Dataset and Benchmark Method Vishwanath A. Sindagi R. Yasarla Vishal M. Patel 54 89 0 28 Oct 2019
Synthetic Data for Deep Learning Sergey I. Nikolenko 119 354 0 25 Sep 2019
Perspective-Guided Convolution Networks for Crowd Counting Zhaoyi Yan Yuchen Yuan W. Zuo Xiao Tan Yezhen Wang Shilei Wen Errui Ding 61 194 0 16 Sep 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 64 167 0 15 Aug 2019
A Survey of Deep Learning-based Object Detection L. Jiao Fan Zhang Fang Liu Shuyuan Yang Lingling Li Zhixi Feng Rong Qu ObjD 71 969 0 11 Jul 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 77 229 0 18 Jun 2019
PCC Net: Perspective Crowd Counting via Spatial Convolutional Network Junyu Gao Qi. Wang Xuelong Li 67 212 0 24 May 2019
CornerNet-Lite: Efficient Keypoint Based Object Detection Hei Law Yun Teng Olga Russakovsky Jia Deng 77 175 0 18 Apr 2019
Objects as Points Xingyi Zhou Dequan Wang Philipp Krahenbuhl 3DPC 110 3,257 0 16 Apr 2019
FCOS: Fully Convolutional One-Stage Object Detection Zhi Tian Chunhua Shen Hao Chen Tong He ObjD 130 5,008 0 02 Apr 2019
Point in, Box out: Beyond Counting Persons in Crowds Yuting Liu Miaojing Shi Qijun Zhao Xiaofang Wang 3DPC 58 192 0 02 Apr 2019
Learning from Synthetic Data for Crowd Counting in the Wild Qi. Wang Junyu Gao Wei Lin Yuan. Yuan 82 529 0 08 Mar 2019
Region Proposal by Guided Anchoring Jiaqi Wang Kai-xiang Chen Shuo Yang Chen Change Loy Dahua Lin ObjD 74 547 0 10 Jan 2019
Context-Aware Crowd Counting Weizhe Liu Mathieu Salzmann Pascal Fua 3DV HAI 75 583 0 26 Nov 2018
CornerNet: Detecting Objects as Paired Keypoints Hei Law Jia Deng ObjD 69 3,619 0 03 Aug 2018
Composition Loss for Counting, Density Map Estimation and Localization in Dense Crowds Haroon Idrees Muhmmad Tayyab Kishan Athrey Dong Zhang S. Al-Maadeed Nasir M. Rajpoot M. Shah 80 679 0 02 Aug 2018
Where are the Blobs: Counting by Localization with Point Supervision I. Laradji Negar Rostamzadeh Pedro H. O. Pinheiro David Vazquez Mark Schmidt 58 199 0 25 Jul 2018
Occlusion-aware R-CNN: Detecting Pedestrians in a Crowd Shifeng Zhang Longyin Wen Xiao Bian Zhen Lei Stan Z. Li ObjD 82 401 0 23 Jul 2018
Attention to Head Locations for Crowd Counting Youmei Zhang Chunluan Zhou F. Chang Alex C. Kot 33 29 0 27 Jun 2018
CrowdHuman: A Benchmark for Detecting Human in a Crowd Shuai Shao Zijian Zhao Boxun Li Tete Xiao Gang Yu Xiangyu Zhang Jian Sun 276 686 0 30 Apr 2018
Detecting Heads using Feature Refine Net and Cascaded Multi-Scale Architecture Dezhi Peng Zikai Sun Zirong Chen Zirui Cai Lele Xie Lianwen Jin 51 61 0 25 Mar 2018
CSRNet: Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenes Yuhong Li Xiaofan Zhang Deming Chen 134 1,338 0 27 Feb 2018
DecideNet: Counting Varying Density Crowds Through Attention Guided Detection and Density Estimation Jiang-Dong Liu Chenqiang Gao Deyu Meng Alexander G. Hauptmann 59 347 0 18 Dec 2017
Recurrent Autoregressive Networks for Online Multi-Object Tracking Kuan Fang Yu Xiang Xiaocheng Li Silvio Savarese VOT 68 244 0 07 Nov 2017
Generating High-Quality Crowd Density Maps using Contextual Pyramid CNNs Vishwanath A. Sindagi Vishal M. Patel 71 622 0 02 Aug 2017
Switching Convolutional Neural Network for Crowd Counting Deepak Babu Sam Shiv Surya R. Venkatesh Babu 85 889 0 01 Aug 2017
CNN-based Cascaded Multi-task Learning of High-level Prior and Density Estimation for Crowd Counting Vishwanath A. Sindagi Vishal M. Patel 53 506 0 30 Jul 2017
Deep Layer Aggregation Feng Yu Dequan Wang Evan Shelhamer Trevor Darrell AI4CE FAtt 146 1,329 0 20 Jul 2017
A Survey of Recent Advances in CNN-based Single Image Crowd Counting and Density Estimation Vishwanath A. Sindagi Vishal M. Patel 77 541 0 05 Jul 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 352 27,195 0 20 Mar 2017
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 471 22,108 0 09 Dec 2016
CMS-RCNN: Contextual Multi-Scale Region-based CNN for Unconstrained Face Detection Chenchen Zhu Yutong Zheng Khoa Luu Marios Savvides ObjD CVBM 46 249 0 17 Jun 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015