Metamorphic Testing for Object Detection Systems

19 December 2019

Papers citing "Metamorphic Testing for Object Detection Systems"

48 / 48 papers shown

Title
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 298 30,152 0 01 Mar 2022
YOLACT: Real-time Instance Segmentation Daniel Bolya Chong Zhou Fanyi Xiao Yong Jae Lee SSeg VLM ISeg 147 1,684 0 04 Apr 2019
Adversarial Sample Detection for Deep Neural Network through Model Mutation Testing Jingyi Wang Guoliang Dong Jun Sun Xinyu Wang Peixin Zhang AAML 59 191 0 14 Dec 2018
Strike (with) a Pose: Neural Networks Are Easily Fooled by Strange Poses of Familiar Objects Michael A. Alcorn Melvin Johnson Zhitao Gong Chengfei Wang Long Mai Naveen Ari Stella Laurenzo 96 298 0 28 Nov 2018
Structured Domain Randomization: Bridging the Reality Gap by Context-Aware Synthetic Data Aayush Prakash Shaad Boochoon M. Brophy David Acuna Eric Cameracci Gavriel State Omer Shapira Stan Birchfield 73 267 0 23 Oct 2018
Deep Learning for Generic Object Detection: A Survey Li Liu Wanli Ouyang Xiaogang Wang Paul Fieguth Jie Chen Xinwang Liu M. Pietikäinen ObjD VLM OOD 186 2,461 0 06 Sep 2018
DeepHunter: Hunting Deep Neural Network Defects via Coverage-Guided Fuzzing Xiaofei Xie Lei Ma Felix Juefei Xu Hongxu Chen Minhui Xue Yue Liu Yang Liu Jianjun Zhao Jianxiong Yin Simon See 79 41 0 04 Sep 2018
Human-centric Indoor Scene Synthesis Using Stochastic Grammar Siyuan Qi Yixin Zhu Siyuan Huang Chenfanfu Jiang Song-Chun Zhu 3DV 54 184 0 25 Aug 2018
Guiding Deep Learning System Testing using Surprise Adequacy Jinhan Kim R. Feldt S. Yoo AAML ELM 74 433 0 25 Aug 2018
Identifying Implementation Bugs in Machine Learning based Image Classifiers using Metamorphic Testing Anurag Dwarakanath Manish Ahuja Samarth Sikand Raghotham M. Rao Jagadeesh Chandra J. C. Bose Neville Dubash Sanjay Podder VLM 33 176 0 16 Aug 2018
TensorFuzz: Debugging Neural Networks with Coverage-Guided Fuzzing Augustus Odena Ian Goodfellow AAML 76 322 0 28 Jul 2018
Symbolic Execution for Deep Neural Networks D. Gopinath Kaiyuan Wang Mengshi Zhang C. Păsăreanu S. Khurshid AAML 77 54 0 27 Jul 2018
Object Detection with Deep Learning: A Review Zhong-Qiu Zhao Peng Zheng Shou-tao Xu Xindong Wu ObjD 137 4,024 0 15 Jul 2018
Automated Directed Fairness Testing Sakshi Udeshi Pryanshu Arora Sudipta Chattopadhyay FaML 60 174 0 02 Jul 2018
Concolic Testing for Deep Neural Networks Youcheng Sun Min Wu Wenjie Ruan Xiaowei Huang Marta Kwiatkowska Daniel Kroening 90 335 0 30 Apr 2018
Training Deep Networks with Synthetic Data: Bridging the Reality Gap by Domain Randomization Jonathan Tremblay Aayush Prakash David Acuna M. Brophy Varun Jampani Cem Anil Thang To Eric Cameracci Shaad Boochoon Stan Birchfield OOD 87 820 0 18 Apr 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 136 21,495 0 08 Apr 2018
Synthetic Data Augmentation using GAN for Improved Liver Lesion Classification Maayan Frid-Adar Eyal Klang Michal Amitai Jacob Goldberger H. Greenspan MedIm GAN 73 705 0 08 Jan 2018
On Pre-Trained Image Features and Synthetic Images for Deep Learning Stefan Hinterstoißer Vincent Lepetit Paul Wohlhart K. Konolige VLM ObjD 54 230 0 29 Oct 2017
DeepTest: Automated Testing of Deep-Neural-Network-driven Autonomous Cars Yuchi Tian Kexin Pei Suman Jana Baishakhi Ray AAML 75 1,361 0 28 Aug 2017
Cut, Paste and Learn: Surprisingly Easy Synthesis for Instance Detection Debidatta Dwibedi Ishan Misra M. Hebert 108 622 0 04 Aug 2017
DeepXplore: Automated Whitebox Testing of Deep Learning Systems Kexin Pei Yinzhi Cao Junfeng Yang Suman Jana AAML 109 1,375 0 18 May 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.2K 20,900 0 17 Apr 2017
A-Fast-RCNN: Hard Positive Generation via Adversary for Object Detection Xinyu Wang Abhinav Shrivastava Abhinav Gupta ObjD 99 572 0 11 Apr 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 381 27,275 0 20 Mar 2017
Synthesizing Training Data for Object Detection in Indoor Scenes G. Georgakis Arsalan Mousavian Alexander C. Berg Jana Kosecka 3DPC ObjD 82 205 0 25 Feb 2017
Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro Zhedong Zheng Liang Zheng Yi Yang GAN 102 1,888 0 26 Jan 2017
YOLO9000: Better, Faster, Stronger Joseph Redmon Ali Farhadi VLM ObjD 183 15,641 0 25 Dec 2016
Fully Convolutional Instance-aware Semantic Segmentation Yi Li Haozhi Qi Jifeng Dai Xiangyang Ji Yichen Wei ISeg SSeg 95 1,006 0 23 Nov 2016
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 435 18,361 0 27 May 2016
Virtual Worlds as Proxy for Multi-Object Tracking Analysis Adrien Gaidon Qiao Wang Yohann Cabon E. Vig 89 1,076 0 20 May 2016
R-FCN: Object Detection via Region-based Fully Convolutional Networks Jifeng Dai Yi Li Kaiming He Jian Sun ObjD 185 5,650 0 20 May 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 69 5,300 0 25 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,641 0 10 Dec 2015
SSD: Single Shot MultiBox Detector Wen Liu Dragomir Anguelov D. Erhan Christian Szegedy Scott E. Reed Cheng-Yang Fu Alexander C. Berg ObjD BDL 257 29,915 0 08 Dec 2015
Visualizing Deep Convolutional Neural Networks Using Natural Pre-Images Aravindh Mahendran Andrea Vedaldi FAtt 95 536 0 07 Dec 2015
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 886 27,427 0 02 Dec 2015
Recurrent Instance Segmentation Bernardino Romera-Paredes Philip Torr SSeg 73 329 0 25 Nov 2015
You Only Look Once: Unified, Real-Time Object Detection Joseph Redmon S. Divvala Ross B. Girshick Ali Farhadi ObjD 742 37,085 0 08 Jun 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 535 62,477 0 04 Jun 2015
Learning Deconvolution Network for Semantic Segmentation Hyeonwoo Noh Seunghoon Hong Bohyung Han SSeg 241 4,180 0 17 May 2015
Fast R-CNN Ross B. Girshick ObjD 312 25,087 0 30 Apr 2015
Learning Deep Object Detectors from 3D Models Xingchao Peng Baochen Sun Karim Ali Kate Saenko 3DPC 3DV 74 59 0 22 Dec 2014
On Rendering Synthetic Images for Training an Object Detector Artem Rozantsev Vincent Lepetit Pascal Fua 54 125 0 28 Nov 2014
Understanding Deep Image Representations by Inverting Them Aravindh Mahendran Andrea Vedaldi FAtt 134 1,968 0 26 Nov 2014
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.7K 39,637 0 01 Sep 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 437 43,875 0 01 May 2014
Rich feature hierarchies for accurate object detection and semantic segmentation Ross B. Girshick Jeff Donahue Trevor Darrell Jitendra Malik ObjD 295 26,223 0 11 Nov 2013