Understanding Deep Image Representations by Inverting Them

26 November 2014

Andrea Vedaldi

Papers citing "Understanding Deep Image Representations by Inverting Them"

50 / 338 papers shown

Title
Feature Purification: How Adversarial Training Performs Robust Deep Learning Zeyuan Allen-Zhu Yuanzhi Li MLT AAML 39 148 0 20 May 2020
Reliable Local Explanations for Machine Listening Saumitra Mishra Emmanouil Benetos Bob L. T. Sturm S. Dixon AAML FAtt 10 20 0 15 May 2020
Visualizing Deep Learning-based Radio Modulation Classifier Liang Huang You Zhang Weijian Pan Jinyin Chen L. Qian Yuan Wu 22 32 0 03 May 2020
Information Leakage in Embedding Models Congzheng Song A. Raghunathan MIACV 27 263 0 31 Mar 2020
Weakly Supervised PET Tumor Detection Using Class Response Amine Amyar R. Modzelewski P. Vera V. Morard S. Ruan MedIm 31 5 0 18 Mar 2020
Vec2Face: Unveil Human Faces from their Blackbox Features in Face Recognition C. Duong Thanh-Dat Truong Kha Gia Quach Hung Bui Kaushik Roy Khoa Luu CVBM 23 52 0 16 Mar 2020
Semantic Pyramid for Image Generation Assaf Shocher Yossi Gandelsman Inbar Mosseri Michal Yarom Michal Irani William T. Freeman Tali Dekel GAN 28 55 0 13 Mar 2020
An Outer-approximation Guided Optimization Approach for Constrained Neural Network Inverse Problems Myun-Seok Cheon 24 5 0 24 Feb 2020
Neuron Shapley: Discovering the Responsible Neurons Amirata Ghorbani James Zou FAtt TDI 25 108 0 23 Feb 2020
Classifying the classifier: dissecting the weight space of neural networks Gabriel Eilertsen Daniel Jonsson Timo Ropinski Jonas Unger Anders Ynnerman 20 53 0 13 Feb 2020
Explaining Explanations: Axiomatic Feature Interactions for Deep Networks Joseph D. Janizek Pascal Sturmfels Su-In Lee FAtt 32 143 0 10 Feb 2020
An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices Xiaolong Ma Wei Niu Tianyun Zhang Sijia Liu Sheng Lin ... Xiang Chen Jian Tang Kaisheng Ma Bin Ren Yanzhi Wang 46 27 0 20 Jan 2020
On Interpretability of Artificial Neural Networks: A Survey Fenglei Fan Jinjun Xiong Mengzhou Li Ge Wang AAML AI4CE 43 301 0 08 Jan 2020
Semi-Supervised Learning with Normalizing Flows Pavel Izmailov Polina Kirichenko Marc Finzi A. Wilson DRL BDL 40 111 0 30 Dec 2019
Metamorphic Testing for Object Detection Systems Shuai Wang Z. Su 34 24 0 19 Dec 2019
Transparent Classification with Multilayer Logical Perceptrons and Random Binarization Zhuo Wang Wei Zhang Ning Liu Jianyong Wang 19 29 0 10 Dec 2019
Semantic Hierarchy Emerges in Deep Generative Representations for Scene Synthesis Ceyuan Yang Yujun Shen Bolei Zhou GAN 35 201 0 21 Nov 2019
Towards Visually Explaining Variational Autoencoders Wenqian Liu Runze Li Meng Zheng Srikrishna Karanam Ziyan Wu B. Bhanu Richard J. Radke Mario Sznaier 35 214 0 18 Nov 2019
All-In-One: Facial Expression Transfer, Editing and Recognition Using A Single Network Kamran Ali C. Hughes GAN 30 7 0 16 Nov 2019
Adversarial Examples in Modern Machine Learning: A Review R. Wiyatno Anqi Xu Ousmane Amadou Dia A. D. Berker AAML 21 104 0 13 Nov 2019
Seeing What a GAN Cannot Generate David Bau Jun-Yan Zhu Jonas Wulff William S. Peebles Hendrik Strobelt Bolei Zhou Antonio Torralba GAN 48 308 0 24 Oct 2019
Region Based Adversarial Synthesis of Facial Action Units Zhilei Liu Diyi Liu Yunpeng Wu GAN CVBM 19 14 0 23 Oct 2019
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI Alejandro Barredo Arrieta Natalia Díaz Rodríguez Javier Del Ser Adrien Bennetot Siham Tabik ... S. Gil-Lopez Daniel Molina Richard Benjamins Raja Chatila Francisco Herrera XAI 41 6,125 0 22 Oct 2019
Understanding Deep Networks via Extremal Perturbations and Smooth Masks Ruth C. Fong Mandela Patrick Andrea Vedaldi AAML 25 411 0 18 Oct 2019
Testing and verification of neural-network-based safety-critical control software: A systematic literature review Jin Zhang Jingyue Li 25 47 0 05 Oct 2019
Decision Explanation and Feature Importance for Invertible Networks Juntang Zhuang Nicha Dvornek Xiaoxiao Li Junlin Yang James S. Duncan AAML FAtt 36 5 0 30 Sep 2019
Visual Explanation for Deep Metric Learning Sijie Zhu Taojiannan Yang Chong Chen FAtt 30 33 0 27 Sep 2019
Model-Based and Data-Driven Strategies in Medical Image Computing Daniel Rueckert Julia A. Schnabel OOD MedIm AI4CE 28 50 0 23 Sep 2019
PgNN: Physics-guided Neural Network for Fourier Ptychographic Microscopy Yongbing Zhang Yangzhe Liu Xiu Li Shaowei Jiang Krishna Dixit Xinfeng Zhang Xiangyang Ji 21 13 0 19 Sep 2019
FakeSpotter: A Simple yet Robust Baseline for Spotting AI-Synthesized Fake Faces Run Wang Felix Juefei Xu Lei Ma Xiaofei Xie Yihao Huang Jian-Xun Wang Yang Liu AAML CVBM 23 54 0 13 Sep 2019
Universal Physical Camouflage Attacks on Object Detectors Lifeng Huang Chengying Gao Yuyin Zhou Cihang Xie Alan Yuille C. Zou Ning Liu AAML 143 162 0 10 Sep 2019
PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices Xiaolong Ma Fu-Ming Guo Wei Niu Xue Lin Jian Tang Kaisheng Ma Bin Ren Yanzhi Wang CVBM 27 173 0 06 Sep 2019
advPattern: Physical-World Attacks on Deep Person Re-Identification via Adversarially Transformable Patterns Peng Kuang Siyan Zheng Mengkai Song Qian Wang Alireza Rahimpour Hairong Qi AAML OOD 19 59 0 25 Aug 2019
Situational Fusion of Visual Representation for Visual Navigation Bokui (William) Shen Danfei Xu Yuke Zhu Leonidas J. Guibas Fei-Fei Li Silvio Savarese SSL 27 62 0 24 Aug 2019
Visualizing Image Content to Explain Novel Image Discovery Jake H. Lee K. Wagstaff 27 3 0 14 Aug 2019
ELF: Embedded Localisation of Features in pre-trained CNN Assia Benbihi M. Geist C´edric Pradalier 19 30 0 07 Jul 2019
Adversarial Robustness as a Prior for Learned Representations Logan Engstrom Andrew Ilyas Shibani Santurkar Dimitris Tsipras Brandon Tran Aleksander Madry OOD AAML 29 63 0 03 Jun 2019
Explainability Techniques for Graph Convolutional Networks Federico Baldassarre Hossein Azizpour GNN FAtt 33 264 0 31 May 2019
Provably scale-covariant continuous hierarchical networks based on scale-normalized differential expressions coupled in cascade T. Lindeberg 27 19 0 29 May 2019
AI-GAs: AI-generating algorithms, an alternate paradigm for producing general artificial intelligence Jeff Clune 17 116 0 27 May 2019
Biometric Backdoors: A Poisoning Attack Against Unsupervised Template Updating Giulio Lovisotto Simon Eberz Ivan Martinovic AAML 21 35 0 22 May 2019
Assuring the Machine Learning Lifecycle: Desiderata, Methods, and Challenges Rob Ashmore R. Calinescu Colin Paterson AI4TS 32 116 0 10 May 2019
A Personalized Affective Memory Neural Model for Improving Emotion Recognition Pablo V. A. Barros G. I. Parisi S. Wermter 34 15 0 23 Apr 2019
Gated-GAN: Adversarial Gated Networks for Multi-Collection Style Transfer Xinyuan Chen Chang Xu Xiaokang Yang Li Song Dacheng Tao GAN 24 112 0 04 Apr 2019
DenseBody: Directly Regressing Dense 3D Human Pose and Shape From a Single Color Image Pengfei Yao Zhen Fang Fan Wu Yao Feng Jiwei Li 3DH 31 48 0 25 Mar 2019
f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning Yongqin Xian Saurabh Sharma Bernt Schiele Zeynep Akata GAN VLM 36 483 0 25 Mar 2019
Privacy Preserving Image-Based Localization Pablo Speciale Johannes L. Schonberger S. B. Kang Sudipta N. Sinha Marc Pollefeys 3DPC 26 83 0 13 Mar 2019
Adversarial Neural Network Inversion via Auxiliary Knowledge Alignment Ziqi Yang E. Chang Zhenkai Liang MLAU 33 60 0 22 Feb 2019
Transfusion: Understanding Transfer Learning for Medical Imaging M. Raghu Chiyuan Zhang Jon M. Kleinberg Samy Bengio MedIm 30 975 0 14 Feb 2019
Applying Visual Domain Style Transfer and Texture Synthesis Techniques to Audio - Insights and Challenges Muhammad Huzaifah bin Md Shahrin L. Wyse 41 12 0 29 Jan 2019