The Devil is in Classification: A Simple Framework for Long-tail Object Detection and Instance Segmentation

23 July 2020

Papers citing "The Devil is in Classification: A Simple Framework for Long-tail Object Detection and Instance Segmentation"

28 / 28 papers shown

Title
AD-Det: Boosting Object Detection in UAV Images with Focused Small Objects and Balanced Tail Classes Zhenteng Li Sheng Lian Dengfeng Pan Yijiao Wang Wei Liu 86 0 0 08 Apr 2025
Fractal Calibration for long-tailed object detection Konstantinos Panagiotis Alexandridis Ismail Elezi Jiankang Deng Anh H. Nguyen Shan Luo 341 0 0 15 Oct 2024
Oriented Object Detection in Optical Remote Sensing Images using Deep Learning: A Survey Kunlin Wang Zi Wang Zhang Li Ang Su Xichao Teng Minhao Liu Qifeng Yu Qifeng Yu ObjD 112 9 0 21 Feb 2023
Overcoming Classifier Imbalance for Long-tail Object Detection with Balanced Group Softmax Yu Li Tao Wang Bingyi Kang Sheng Tang Chunfeng Wang Jintao Li Jiashi Feng 98 264 0 18 Jun 2020
Classification Calibration for Long-tail Instance Segmentation Tao Wang Yu Li Bingyi Kang Junnan Li Jun Hao Liew Sheng Tang Guosheng Lin Jiashi Feng ISeg 17 13 0 29 Oct 2019
Decoupling Representation and Classifier for Long-Tailed Recognition Bingyi Kang Saining Xie Marcus Rohrbach Zhicheng Yan Albert Gordo Jiashi Feng Yannis Kalantidis OODD 155 1,203 0 21 Oct 2019
LVIS: A Dataset for Large Vocabulary Instance Segmentation Agrim Gupta Piotr Dollár Ross B. Girshick ISeg VLM 84 1,352 0 08 Aug 2019
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss Kaidi Cao Colin Wei Adrien Gaidon Nikos Arechiga Tengyu Ma 74 1,583 0 18 Jun 2019
MMDetection: Open MMLab Detection Toolbox and Benchmark Kai-xiang Chen Jiaqi Wang Jiangmiao Pang Yuhang Cao Yu Xiong ... Jingdong Wang Jianping Shi Wanli Ouyang Chen Change Loy Dahua Lin VOS 87 2,845 0 17 Jun 2019
Mask Scoring R-CNN Zhaojin Huang Lichao Huang Yongchao Gong Chang Huang Xinggang Wang ISeg SSeg 58 909 0 01 Mar 2019
Hybrid Task Cascade for Instance Segmentation Kai-xiang Chen Jiangmiao Pang Jiaqi Wang Yu Xiong Xiaoxiao Li ... Ziwei Liu Jianping Shi Wanli Ouyang Chen Change Loy Dahua Lin ISeg 100 1,295 0 22 Jan 2019
Class-Balanced Loss Based on Effective Number of Samples Huayu Chen Menglin Jia Nayeon Lee Yang Song Serge J. Belongie 149 2,253 0 16 Jan 2019
What is the Effect of Importance Weighting in Deep Learning? Jonathon Byrd Zachary Chase Lipton 72 458 0 08 Dec 2018
Few-shot Object Detection via Feature Reweighting Bingyi Kang Zhuang Liu Xin Wang Feng Yu Jiashi Feng Trevor Darrell ObjD OffRL 57 694 0 05 Dec 2018
Acquisition of Localization Confidence for Accurate Object Detection Borui Jiang Ruixuan Luo Jiayuan Mao Tete Xiao Yuning Jiang ObjD 37 850 0 30 Jul 2018
RepMet: Representative-based metric learning for classification and one-shot object detection Leonid Karlinsky J. Shtok Sivan Harary Eli Schwartz Mattias Marder Rogerio Feris Raja Giryes A. Bronstein VLM ObjD 96 318 0 12 Jun 2018
Deep Imbalanced Learning for Face Recognition and Attribute Prediction Chen Huang Yining Li Chen Change Loy Xiaoou Tang CVBM 39 310 0 01 Jun 2018
Path Aggregation Network for Instance Segmentation Shu Liu Lu Qi Haifang Qin Jianping Shi Jiaya Jia ISeg SSeg 82 5,696 0 05 Mar 2018
LSTD: A Low-Shot Transfer Detector for Object Detection Hao Chen Yali Wang Guoyou Wang Yu Qiao ObjD 46 339 0 05 Mar 2018
Cascade R-CNN: Delving into High Quality Object Detection Zhaowei Cai Nuno Vasconcelos ObjD 111 4,885 0 03 Dec 2017
A systematic study of the class imbalance problem in convolutional neural networks Mateusz Buda A. Maki Maciej A. Mazurowski 99 2,335 0 15 Oct 2017
Focal Loss for Dense Object Detection Nayeon Lee Priya Goyal Ross B. Girshick Kaiming He Piotr Dollár ObjD 87 2,993 0 07 Aug 2017
Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations Ranjay Krishna Yuke Zhu Oliver Groth Justin Johnson Kenji Hata ... Yannis Kalantidis Li Li David A. Shamma Michael S. Bernstein Fei-Fei Li 161 5,706 0 23 Feb 2016
Cost Sensitive Learning of Deep Feature Representations from Imbalanced Data Salman H. Khan Munawar Hayat Bennamoun Ferdous Sohel R. Togneri 47 878 0 14 Aug 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 383 61,900 0 04 Jun 2015
Fast R-CNN Ross B. Girshick ObjD 252 24,933 0 30 Apr 2015
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 219 43,290 0 01 May 2014
Rich feature hierarchies for accurate object detection and semantic segmentation Ross B. Girshick Jeff Donahue Trevor Darrell Jitendra Malik ObjD 196 26,091 0 11 Nov 2013