SimROD: A Simple Adaptation Method for Robust Object Detection

28 July 2021

Rindranirina Ramamonjison

Amin Banitalebi-Dehkordi

Yong Zhang

Papers citing "SimROD: A Simple Adaptation Method for Robust Object Detection"

31 / 31 papers shown

Title
On Interaction Between Augmentations and Corruptions in Natural Corruption Robustness Eric Mintun A. Kirillov Saining Xie 72 93 0 22 Feb 2021
Every Pixel Matters: Center-aware Feature Alignment for Domain Adaptive Object Detector Cheng-Chun Hsu Yi-Hsuan Tsai Yen-Yu Lin Ming-Hsuan Yang ObjD 53 202 0 19 Aug 2020
Measuring Robustness to Natural Distribution Shifts in Image Classification Rohan Taori Achal Dave Vaishaal Shankar Nicholas Carlini Benjamin Recht Ludwig Schmidt OOD 99 541 0 01 Jul 2020
Improving robustness against common corruptions by covariate shift adaptation Steffen Schneider E. Rusak L. Eck Oliver Bringmann Wieland Brendel Matthias Bethge VLM 76 476 0 30 Jun 2020
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization Dan Hendrycks Steven Basart Norman Mu Saurav Kadavath Frank Wang ... Samyak Parajuli Mike Guo D. Song Jacob Steinhardt Justin Gilmer OOD 274 1,715 0 29 Jun 2020
A Simple Semi-Supervised Learning Framework for Object Detection Kihyuk Sohn Zizhao Zhang Chun-Liang Li Han Zhang Chen-Yu Lee Tomas Pfister 70 495 0 10 May 2020
Cross-domain Object Detection through Coarse-to-Fine Feature Adaptation Yangtao Zheng Di Huang Songtao Liu Yunhong Wang ObjD 185 201 0 23 Mar 2020
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty Dan Hendrycks Norman Mu E. D. Cubuk Barret Zoph Justin Gilmer Balaji Lakshminarayanan OOD UQCV 91 1,293 0 05 Dec 2019
Adversarial Examples Improve Image Recognition Cihang Xie Mingxing Tan Boqing Gong Jiang Wang Alan Yuille Quoc V. Le AAML 109 565 0 21 Nov 2019
Progressive Domain Adaptation for Object Detection Han-Kai Hsu Chun-Han Yao Yi-Hsuan Tsai Wei-Chih Hung Hung-Yu Tseng M. Singh Ming-Hsuan Yang ObjD 96 307 0 24 Oct 2019
Multi-level Domain Adaptive learning for Cross-Domain Detection Rongchang Xie Fei Yu Jiachao Wang Yizhou Wang Li Zhang ObjD OOD 48 92 0 26 Jul 2019
Multi-adversarial Faster-RCNN for Unrestricted Object Detection Zhenwei He Lei Zhang ObjD 58 323 0 24 Jul 2019
Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming Claudio Michaelis Benjamin Mitzkus Robert Geirhos E. Rusak Oliver Bringmann Alexander S. Ecker Matthias Bethge Wieland Brendel 3DPC 89 443 0 17 Jul 2019
Domain-Specific Batch Normalization for Unsupervised Domain Adaptation Woonggi Chang Tackgeun You Seonguk Seo Suha Kwak Bohyung Han OOD 46 385 0 27 May 2019
Diversify and Match: A Domain Adaptive Representation Learning Paradigm for Object Detection Taekyung Kim Minki Jeong Seunghyeon Kim Seokeon Choi Changick Kim 50 301 0 14 May 2019
Object Detection in 20 Years: A Survey Zhengxia Zou Keyan Chen Zhenwei Shi Yuhong Guo Jieping Ye VLM ObjD AI4TS 81 2,333 0 13 May 2019
Exploring Object Relation in Mean Teacher for Cross-Domain Detection Qi Cai Yingwei Pan Chong-Wah Ngo Xinmei Tian Ling-yu Duan Ting Yao ViT OOD 59 307 0 25 Apr 2019
A Robust Learning Approach to Domain Adaptive Object Detection Mehran Khodabandeh Arash Vahdat Mani Ranjbar W. Macready ObjD OOD TTA 38 245 0 04 Apr 2019
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 123 3,399 0 28 Mar 2019
Strong-Weak Distribution Alignment for Adaptive Object Detection Kuniaki Saito Yoshitaka Ushiku Tatsuya Harada Kate Saenko ObjD 70 609 0 12 Dec 2018
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness Robert Geirhos Patricia Rubisch Claudio Michaelis Matthias Bethge Felix Wichmann Wieland Brendel 94 2,647 0 29 Nov 2018
How Does Batch Normalization Help Optimization? Shibani Santurkar Dimitris Tsipras Andrew Ilyas Aleksander Madry ODL 73 1,531 0 29 May 2018
Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation Naoto Inoue Ryosuke Furuta T. Yamasaki Kiyoharu Aizawa ObjD 71 528 0 30 Mar 2018
Domain Adaptive Faster R-CNN for Object Detection in the Wild Yuhua Chen Wen Li Daniel Gehrig Dengxin Dai Luc Van Gool OOD ObjD 96 1,291 0 08 Mar 2018
CyCADA: Cycle-Consistent Adversarial Domain Adaptation Judy Hoffman Eric Tzeng Taesung Park Jun-Yan Zhu Phillip Isola Kate Saenko Alexei A. Efros Trevor Darrell 132 2,992 0 08 Nov 2017
Adversarial Discriminative Domain Adaptation Eric Tzeng Judy Hoffman Kate Saenko Trevor Darrell GAN OOD 244 4,646 0 17 Feb 2017
Unsupervised Pixel-Level Domain Adaptation with Generative Adversarial Networks Konstantinos Bousmalis N. Silberman David Dohan D. Erhan Dilip Krishnan OOD GAN 133 1,534 0 16 Dec 2016
Driving in the Matrix: Can Virtual Worlds Replace Human-Generated Annotations for Real World Tasks? Matthew Johnson-Roberson Charlie Barto Rounak Mehta S. N. Sridhar Karl Rosaen Ram Vasudevan 81 616 0 06 Oct 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 779 11,540 0 06 Apr 2016
Revisiting Batch Normalization For Practical Domain Adaptation Yanghao Li Naiyan Wang Jianping Shi Jiaying Liu Xiaodi Hou OOD 61 584 0 15 Mar 2016
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 376 43,154 0 11 Feb 2015