Towards Noise-resistant Object Detection with Noisy Annotations

3 March 2020

Papers citing "Towards Noise-resistant Object Detection with Noisy Annotations"

39 / 39 papers shown

Title
Sample Selection via Contrastive Fragmentation for Noisy Label Regression C. Kim Sangwoo Moon Jihwan Moon Dongyeon Woo Gunhee Kim NoLa 165 0 0 25 Feb 2025
Label Convergence: Defining an Upper Performance Bound in Object Recognition through Contradictory Annotations David Tschirschwitz Volker Rodehorst 81 1 0 14 Sep 2024
DivideMix: Learning with Noisy Labels as Semi-supervised Learning Junnan Li R. Socher Guosheng Lin NoLa 105 1,030 0 18 Feb 2020
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 156 2,868 0 17 Jun 2019
When Does Label Smoothing Help? Rafael Müller Simon Kornblith Geoffrey E. Hinton UQCV 195 1,950 0 06 Jun 2019
Training Object Detectors With Noisy Data Simon Chadwick Paul Newman NoLa 54 38 0 17 May 2019
Understanding and Utilizing Deep Neural Networks Trained with Noisy Labels Pengfei Chen B. Liao Guangyong Chen Shengyu Zhang NoLa 67 387 0 13 May 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 145 3,029 0 06 May 2019
Unsupervised Label Noise Modeling and Loss Correction Eric Arazo Sanchez Diego Ortego Paul Albert Noel E. O'Connor Kevin McGuinness NoLa 84 612 0 25 Apr 2019
Probabilistic End-to-end Noise Correction for Learning with Noisy Labels Kun Yi Jianxin Wu NoLa 68 417 0 19 Mar 2019
How does Disagreement Help Generalization against Label Corruption? Xingrui Yu Bo Han Jiangchao Yao Gang Niu Ivor W. Tsang Masashi Sugiyama NoLa 65 783 0 14 Jan 2019
NOTE-RCNN: NOise Tolerant Ensemble RCNN for Semi-Supervised Object Detection J. Gao Jiang Wang Shengyang Dai Li Li Ram Nevatia ObjD 75 94 0 01 Dec 2018
Acquisition of Localization Confidence for Accurate Object Detection Borui Jiang Ruixuan Luo Jiayuan Mao Tete Xiao Yuning Jiang ObjD 55 852 0 30 Jul 2018
Dimensionality-Driven Learning with Noisy Labels Xingjun Ma Yisen Wang Michael E. Houle Shuo Zhou S. Erfani Shutao Xia S. Wijewickrema James Bailey NoLa 76 433 0 07 Jun 2018
Co-teaching: Robust Training of Deep Neural Networks with Extremely Noisy Labels Bo Han Quanming Yao Xingrui Yu Gang Niu Miao Xu Weihua Hu Ivor Tsang Masashi Sugiyama NoLa 113 2,069 0 18 Apr 2018
Joint Optimization Framework for Learning with Noisy Labels Daiki Tanaka Daiki Ikami T. Yamasaki Kiyoharu Aizawa NoLa 74 711 0 30 Mar 2018
Learning to Reweight Examples for Robust Deep Learning Mengye Ren Wenyuan Zeng Binh Yang R. Urtasun OOD NoLa 146 1,426 0 24 Mar 2018
Visual and Semantic Knowledge Transfer for Large Scale Semi-supervised Object Detection Yuxing Tang Josiah Wang Xiaofang Wang Boyang Gao Emmanuel Dellandrea R. Gaizauskas Liming Chen ObjD 67 115 0 09 Jan 2018
Learning Intelligent Dialogs for Bounding Box Annotation Ksenia Konyushkova J. Uijlings Christoph H. Lampert V. Ferrari AAML VLM 89 43 0 21 Dec 2017
MentorNet: Learning Data-Driven Curriculum for Very Deep Neural Networks on Corrupted Labels Lu Jiang Zhengyuan Zhou Thomas Leung Li Li Li Fei-Fei NoLa 104 1,453 0 14 Dec 2017
CleanNet: Transfer Learning for Scalable Image Classifier Training with Label Noise Kuang-Huei Lee Xiaodong He Lei Zhang Linjun Yang NoLa 66 456 0 20 Nov 2017
Revisiting knowledge transfer for training object class detectors J. Uijlings S. Popov V. Ferrari VLM ObjD 64 71 0 21 Aug 2017
Extreme clicking for efficient object annotation Dim P. Papadopoulos J. Uijlings Frank Keller V. Ferrari 53 246 0 09 Aug 2017
A Closer Look at Memorization in Deep Networks Devansh Arpit Stanislaw Jastrzebski Nicolas Ballas David M. Krueger Emmanuel Bengio ... Tegan Maharaj Asja Fischer Aaron Courville Yoshua Bengio Simon Lacoste-Julien TDI 125 1,823 0 16 Jun 2017
Toward Robustness against Label Noise in Training Deep Discriminative Neural Networks Arash Vahdat NoLa 92 298 0 31 May 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 352 27,195 0 20 Mar 2017
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 332 1,274 0 06 Mar 2017
Regularizing Neural Networks by Penalizing Confident Output Distributions Gabriel Pereyra George Tucker J. Chorowski Lukasz Kaiser Geoffrey E. Hinton NoLa 163 1,141 0 23 Jan 2017
Learning From Noisy Large-Scale Datasets With Minimal Supervision Andreas Veit N. Alldrin Gal Chechik Ivan Krasin Abhinav Gupta Serge J. Belongie 136 479 0 06 Jan 2017
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 477 22,108 0 09 Dec 2016
Understanding deep learning requires rethinking generalization Chiyuan Zhang Samy Bengio Moritz Hardt Benjamin Recht Oriol Vinyals HAI 342 4,629 0 10 Nov 2016
We don't need no bounding-boxes: Training object class detectors using only human verification Dim P. Papadopoulos J. Uijlings Frank Keller V. Ferrari VLM ObjD 49 138 0 26 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 520 62,294 0 04 Jun 2015
Fast R-CNN Ross B. Girshick ObjD 306 25,059 0 30 Apr 2015
Weakly Supervised Object Localization with Multi-fold Multiple Instance Learning R. G. Cinbis Jakob Verbeek Cordelia Schmid WSOD SSL 66 430 0 03 Mar 2015
Training Deep Neural Networks on Noisy Labels with Bootstrapping Scott E. Reed Honglak Lee Dragomir Anguelov Christian Szegedy D. Erhan Andrew Rabinovich NoLa 113 1,022 0 20 Dec 2014
LSDA: Large Scale Detection Through Adaptation Judy Hoffman S. Guadarrama Eric Tzeng Ronghang Hu Jeff Donahue Ross B. Girshick Trevor Darrell Kate Saenko ObjD 97 334 0 18 Jul 2014
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 413 43,667 0 01 May 2014