Imbalance Problems in Object Detection: A Review

31 August 2019

Papers citing "Imbalance Problems in Object Detection: A Review"

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Title
Point Cloud Recombination: Systematic Real Data Augmentation Using Robotic Targets for LiDAR Perception Validation Hubert Padusinski Christian Steinhauser Christian Scherl Julian Gaal Jacob Langner 3DPC 36 0 0 05 May 2025
T2ID-CAS: Diffusion Model and Class Aware Sampling to Mitigate Class Imbalance in Neck Ultrasound Anatomical Landmark Detection Manikanta Varaganti Amulya Vankayalapati Nour Awad Gregory R. Dion Laura J. Brattain DiffM MedIm 69 0 0 29 Apr 2025
A Decade of You Only Look Once (YOLO) for Object Detection Leo Thomas Ramos Angel D. Sappa 66 0 0 24 Apr 2025
Fractal Calibration for long-tailed object detection Konstantinos Panagiotis Alexandridis Ismail Elezi Jiankang Deng Anh H. Nguyen Shan Luo 198 0 0 15 Oct 2024
Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A Survey Guoping Xu Xiaxia Wang Xinglong Wu Xuesong Leng Yongchao Xu 3DPC 43 8 0 02 May 2024
Self-Balanced R-CNN for Instance Segmentation L. Rossi Akbar Karimi Andrea Prati ISeg SSeg 50 9 0 25 Apr 2024
Domain Adaptation for Large-Vocabulary Object Detectors Kai Jiang Jiaxing Huang Weiying Xie Jie Lei Yunsong Li Ling Shao Shijian Lu ObjD VLM 42 2 0 13 Jan 2024
An extended asymmetric sigmoid with Perceptron (SIGTRON) for imbalanced linear classification Hyenkyun Woo 20 0 0 26 Dec 2023
Query by Activity Video in the Wild Tao Hu William Thong Pascal Mettes Cees G. M. Snoek 26 0 0 23 Nov 2023
Class Uncertainty: A Measure to Mitigate Class Imbalance Z. S. Baltaci K. Oksuz S. Kuzucu K. Tezoren B. K. Konar A. Ozkan Emre Akbas Sinan Kalkan 85 2 0 23 Nov 2023
Zone Evaluation: Revealing Spatial Bias in Object Detection Zhaohui Zheng Yuming Chen Qibin Hou Xiang Li Ping Wang Ming-Ming Cheng ObjD 27 3 0 20 Oct 2023
Rethinking the Localization in Weakly Supervised Object Localization Rui Xu Yong Luo Han Hu Bo Du Jialie Shen Yonggang Wen WSOL 38 3 0 11 Aug 2023
Towards Building Self-Aware Object Detectors via Reliable Uncertainty Quantification and Calibration Kemal Oksuz Thomas Joy P. Dokania UQCV 23 16 0 03 Jul 2023
MadEye: Boosting Live Video Analytics Accuracy with Adaptive Camera Configurations M. Wong M. Ramanujam Guha Balakrishnan Ravi Netravali 34 4 0 04 Apr 2023
Neural Enhanced Belief Propagation for Multiobject Tracking Mingchao Liang Florian Meyer VOT 38 25 0 16 Dec 2022
Graph Convolutional Network for Multi-Target Multi-Camera Vehicle Tracking Elena Luna Juan Carlos San Miguel J. Sanchez Marcos Escudero-Viñolo 26 4 0 28 Nov 2022
Rega-Net:Retina Gabor Attention for Deep Convolutional Neural Networks Chun Bao Jie Cao Yaqian Ning Yang Cheng Q. Hao 26 1 0 23 Nov 2022
ARUBA: An Architecture-Agnostic Balanced Loss for Aerial Object Detection Rebbapragada V C Sairam Monish Keswani Uttaran Sinha Nishit Shah V. Balasubramanian 35 7 0 10 Oct 2022
Inverse Image Frequency for Long-tailed Image Recognition Konstantinos Panagiotis Alexandridis Shang Luo Anh H. Nguyen Jiankang Deng S. Zafeiriou 51 9 0 11 Sep 2022
Swin-transformer-yolov5 For Real-time Wine Grape Bunch Detection Shenglian Lu Xiaoyu Liu Zixaun He Wenbo Liu Xin Zhang Manoj Karkee 36 39 0 30 Aug 2022
Learning to Re-weight Examples with Optimal Transport for Imbalanced Classification D. Guo Zhuo Li Meixi Zheng He Zhao Mingyuan Zhou H. Zha 40 24 0 05 Aug 2022
YOLO-FaceV2: A Scale and Occlusion Aware Face Detector Ziping Yu Hongbo Huang Weijun Chen Yongxin Su Yahui Liu Xiu-Ying Wang ObjD CVBM 21 160 0 03 Aug 2022
Towards Large-Scale Small Object Detection: Survey and Benchmarks Gong Cheng Xiang Yuan Xiwen Yao Ke Yan Qinghua Zeng Xingxing Xie Junwei Han ObjD 35 308 0 28 Jul 2022
Long-tailed Instance Segmentation using Gumbel Optimized Loss Konstantinos Panagiotis Alexandridis Jiankang Deng A. Nguyen Shang Luo 38 22 0 22 Jul 2022
GSCLIP : A Framework for Explaining Distribution Shifts in Natural Language Zhiying Zhu Weixin Liang James Zou 39 9 0 30 Jun 2022
Detecting tiny objects in aerial images: A normalized Wasserstein distance and a new benchmark Chang Xu Jinwang Wang Wen Yang Huai Yu Lei Yu Guisong Xia 43 157 0 28 Jun 2022
Improving Localization for Semi-Supervised Object Detection L. Rossi Akbar Karimi Andrea Prati 36 1 0 21 Jun 2022
A Survey on Long-Tailed Visual Recognition Lu Yang He Jiang Q. Song Jun Guo 27 123 0 27 May 2022
Neural Enhanced Belief Propagation for Data Association in Multiobject Tracking Mingchao Liang Florian Meyer VOT 30 14 0 17 Mar 2022
Equalized Focal Loss for Dense Long-Tailed Object Detection Bo-wen Li Yongqiang Yao Jingru Tan Gang Zhang F. Yu Jianwei Lu Ye Luo 39 96 0 07 Jan 2022
A Comparative Review of Recent Few-Shot Object Detection Algorithms Jiaxu Leng Taiyue Chen Gao Xinbo Yongtao Yu Ye Wang Feng Gao Wang Yue ObjD 21 15 0 30 Oct 2021
Bayesian Active Learning for Sim-to-Real Robotic Perception Jianxiang Feng Jongseok Lee M. Durner Rudolph Triebel 52 13 0 23 Sep 2021
An Empirical Study on the Joint Impact of Feature Selection and Data Re-sampling on Imbalance Classification Chongsheng Zhang Paolo Soda Jingjun Bi Gaojuan Fan G. Almpanidis S. García 41 39 0 01 Sep 2021
Self-Adversarial Disentangling for Specific Domain Adaptation Qianyu Zhou Qiqi Gu Jiangmiao Pang Xuequan Lu Lizhuang Ma 69 49 0 08 Aug 2021
Rank & Sort Loss for Object Detection and Instance Segmentation Kemal Oksuz Baris Can Cam Emre Akbas Sinan Kalkan 32 42 0 24 Jul 2021
Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training Fangyuan Zhang Tianxiang Pan Bin Wang 36 54 0 11 Jul 2021
Disentangle Your Dense Object Detector Zehui Chen Chenhongyi Yang Qiaofei Li Feng Zhao Zhengjun Zha Feng Wu 3DV 27 147 0 07 Jul 2021
Dataset and Benchmarking of Real-Time Embedded Object Detection for RoboCup SSL Roberto Fernandes Walber M. Rodrigues Edna N. S. Barros ObjD 16 7 0 28 Jun 2021
Gaussian Bounding Boxes and Probabilistic Intersection-over-Union for Object Detection Jeffri Murrugarra-Llerena Luis Felipe de Araujo Zeni Lucas N. Kirsten C. R. Jung 31 33 0 10 Jun 2021
From Distributed Machine Learning to Federated Learning: A Survey Ji Liu Jizhou Huang Yang Zhou Xuhong Li Shilei Ji Haoyi Xiong Dejing Dou FedML OOD 56 244 0 29 Apr 2021
On the Role of Sensor Fusion for Object Detection in Future Vehicular Networks Valentina Rossi Paolo Testolina M. Giordani M. Zorzi 39 8 0 23 Apr 2021
I3Net: Implicit Instance-Invariant Network for Adapting One-Stage Object Detectors Chaoqi Chen Zebiao Zheng Yue Huang Xinghao Ding Yizhou Yu OOD ObjD 33 59 0 25 Mar 2021
Unbiased Teacher for Semi-Supervised Object Detection Yen-Cheng Liu Chih-Yao Ma Zijian He Chia-Wen Kuo Kan Chen Peizhao Zhang Bichen Wu Z. Kira Peter Vajda 68 474 0 18 Feb 2021
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Huayu Chen A. Srinivas Rui Qian Nayeon Lee E. D. Cubuk Quoc V. Le Barret Zoph ISeg 252 969 0 13 Dec 2020
Asymmetric Loss For Multi-Label Classification Emanuel Ben-Baruch T. Ridnik Nadav Zamir Asaf Noy Itamar Friedman M. Protter Lihi Zelnik-Manor 60 525 0 29 Sep 2020
A Ranking-based, Balanced Loss Function Unifying Classification and Localisation in Object Detection Kemal Oksuz Baris Can Cam Emre Akbas Sinan Kalkan 41 42 0 28 Sep 2020
Background Splitting: Finding Rare Classes in a Sea of Background Ravi Teja Mullapudi Fait Poms W. Mark Deva Ramanan Kayvon Fatahalian VLM 37 9 0 28 Aug 2020
AP-Loss for Accurate One-Stage Object Detection Kean Chen Weiyao Lin Jianguo Li John See Ji Wang Junni Zou ObjD 22 66 0 17 Aug 2020
Improving Multispectral Pedestrian Detection by Addressing Modality Imbalance Problems Kailai Zhou Linsen Chen Xun Cao 31 177 0 07 Aug 2020
Reducing Label Noise in Anchor-Free Object Detection Nermin Samet Samet Hicsonmez Emre Akbas ObjD 29 6 0 03 Aug 2020