Testing Deep Learning Models for Image Analysis Using Object-Relevant Metamorphic Relations

6 September 2019

Papers citing "Testing Deep Learning Models for Image Analysis Using Object-Relevant Metamorphic Relations"

25 / 25 papers shown

Title
CornerNet-Lite: Efficient Keypoint Based Object Detection Hei Law Yun Teng Olga Russakovsky Jia Deng 41 174 0 18 Apr 2019
Bag of Freebies for Training Object Detection Neural Networks Zhi-Li Zhang Tong He Hang Zhang Zhongyue Zhang Junyuan Xie Mu Li VLM ObjD 39 188 0 11 Feb 2019
Bag of Tricks for Image Classification with Convolutional Neural Networks Tong He Zhi-Li Zhang Hang Zhang Zhongyue Zhang Junyuan Xie Mu Li 253 1,407 0 04 Dec 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 17 174 0 16 Aug 2018
TensorFuzz: Debugging Neural Networks with Coverage-Guided Fuzzing Augustus Odena Ian Goodfellow AAML 46 321 0 28 Jul 2018
Simple Baselines for Human Pose Estimation and Tracking Bin Xiao Haiping Wu Yichen Wei 3DH VOT 104 1,778 0 17 Apr 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 38 21,306 0 08 Apr 2018
DeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems Lei Ma Felix Juefei Xu Fuyuan Zhang Jiyuan Sun Minhui Xue ... Ting Su Li Li Yang Liu Jianjun Zhao Yadong Wang ELM 57 620 0 20 Mar 2018
ConvNets and ImageNet Beyond Accuracy: Understanding Mistakes and Uncovering Biases Pierre Stock Moustapha Cissé FaML 51 46 0 30 Nov 2017
Cascaded Pyramid Network for Multi-Person Pose Estimation Yilun Chen Zhicheng Wang Yuxiang Peng Zhiqiang Zhang Gang Yu Jian Sun 106 1,423 0 20 Nov 2017
MegDet: A Large Mini-Batch Object Detector Chao Peng Tete Xiao Zeming Li Yuning Jiang Xiangyu Zhang Kai Jia Gang Yu Jian Sun ObjD 88 318 0 20 Nov 2017
DeepTest: Automated Testing of Deep-Neural-Network-driven Autonomous Cars Yuchi Tian Kexin Pei Suman Jana Baishakhi Ray AAML 51 1,353 0 28 Aug 2017
DeepXplore: Automated Whitebox Testing of Deep Learning Systems Kexin Pei Yinzhi Cao Junfeng Yang Suman Jana AAML 61 1,357 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 1.0K 20,692 0 17 Apr 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 403 10,281 0 16 Nov 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 552 36,599 0 25 Aug 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 102 7,448 0 24 Feb 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 340 16,765 0 16 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.0K 192,638 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 108 29,646 0 08 Dec 2015
DeepFool: a simple and accurate method to fool deep neural networks Seyed-Mohsen Moosavi-Dezfooli Alhussein Fawzi P. Frossard AAML 87 4,878 0 14 Nov 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 348 61,900 0 04 Jun 2015
What makes for effective detection proposals? J. Hosang Rodrigo Benenson Piotr Dollár Bernt Schiele ObjD 69 734 0 17 Feb 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 655 99,991 0 04 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 154 43,290 0 01 May 2014