Understanding Deep Image Representations by Inverting Them

26 November 2014

Andrea Vedaldi

Papers citing "Understanding Deep Image Representations by Inverting Them"

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Title
Learning to Prevent Leakage: Privacy-Preserving Inference in the Mobile Cloud Shuang Zhang Liyao Xiang Congcong Li Yixuan Wang Quanshi Zhang Zeyu Liu Yue Liu FedML 58 1 0 18 Dec 2019
Analysing Deep Reinforcement Learning Agents Trained with Domain Randomisation Tianhong Dai Kai Arulkumaran Tamara Gerbert Samyakh Tukra Feryal M. P. Behbahani Anil Anthony Bharath 92 28 0 18 Dec 2019
Deep Poisoning: Towards Robust Image Data Sharing against Visual Disclosure Haojie Guo Brian Dolhansky Eric Hsin Phong Dinh Cristian Canton Ferrer Song Wang FedML 71 2 0 14 Dec 2019
TopoAct: Visually Exploring the Shape of Activations in Deep Learning Archit Rathore N. Chalapathi Sourabh Palande Bei Wang 44 8 0 13 Dec 2019
Transparent Classification with Multilayer Logical Perceptrons and Random Binarization Zhuo Wang Wei Zhang Ning Liu Jianyong Wang 52 30 0 10 Dec 2019
MDFN: Multi-Scale Deep Feature Learning Network for Object Detection Wenchi Ma Yuanwei Wu Feng Cen Guanghui Wang ObjD 76 135 0 10 Dec 2019
Privacy-Preserving Inference in Machine Learning Services Using Trusted Execution Environments Krishnagiri Narra Zhifeng Lin Yongqin Wang Keshav Balasubramaniam M. Annavaram BDL FedML 69 46 0 07 Dec 2019
Analysis of Explainers of Black Box Deep Neural Networks for Computer Vision: A Survey Vanessa Buhrmester David Münch Michael Arens MLAU FaML XAI AAML 135 369 0 27 Nov 2019
Adversarial Learning of Privacy-Preserving and Task-Oriented Representations Taihong Xiao Yi-Hsuan Tsai Kihyuk Sohn Manmohan Chandraker Ming-Hsuan Yang 81 75 0 22 Nov 2019
Semantic Hierarchy Emerges in Deep Generative Representations for Scene Synthesis Ceyuan Yang Yujun Shen Bolei Zhou GAN 189 202 0 21 Nov 2019
Verifiability and Predictability: Interpreting Utilities of Network Architectures for Point Cloud Processing Wen Shen Zhihua Wei Shikun Huang Binbin Zhang Panyue Chen Ping Zhao Quanshi Zhang 3DPC 45 1 0 20 Nov 2019
Towards a Unified Evaluation of Explanation Methods without Ground Truth Hao Zhang Jiayi Chen Haotian Xue Quanshi Zhang XAI 76 8 0 20 Nov 2019
DRNet: Dissect and Reconstruct the Convolutional Neural Network via Interpretable Manners Xiaolong Hu Zhulin An Chuanguang Yang Hui Zhu Kaiqiang Xu Yongjun Xu 52 3 0 20 Nov 2019
Two-Stream FCNs to Balance Content and Style for Style Transfer D. Vo Akihiro Sugimoto CVBM 104 1 0 19 Nov 2019
Towards Visually Explaining Variational Autoencoders Wenqian Liu Runze Li Meng Zheng Srikrishna Karanam Ziyan Wu B. Bhanu Richard J. Radke Mario Sznaier 189 219 0 18 Nov 2019
Visual Similarity Attention Meng Zheng Srikrishna Karanam Terrence Chen Richard J. Radke Ziyan Wu 54 4 0 18 Nov 2019
All-In-One: Facial Expression Transfer, Editing and Recognition Using A Single Network Kamran Ali C. Hughes GAN 60 7 0 16 Nov 2019
Dynamic Instance Normalization for Arbitrary Style Transfer Yongcheng Jing Xinyu Liu Yukang Ding Xinchao Wang Errui Ding Xiuming Zhang Shilei Wen 140 193 0 16 Nov 2019
Adversarial Examples in Modern Machine Learning: A Review R. Wiyatno Anqi Xu Ousmane Amadou Dia A. D. Berker AAML 127 105 0 13 Nov 2019
Inference with Deep Generative Priors in High Dimensions Jillian R. Fisher Mojtaba Sahraee-Ardakan S. Rangan Zaid Harchaoui Yejin Choi BDL 72 47 0 08 Nov 2019
XDeep: An Interpretation Tool for Deep Neural Networks Fan Yang Zijian Zhang Haofan Wang Yuening Li Helen Zhou XAI HAI 37 2 0 04 Nov 2019
Exploiting GAN Internal Capacity for High-Quality Reconstruction of Natural Images Marco Pividori G. Grinblat Lucas C. Uzal GAN 51 3 0 26 Oct 2019
Deep Image Blending Lingzhi Zhang Tarmily Wen Jianbo Shi 66 96 0 25 Oct 2019
Seeing What a GAN Cannot Generate David Bau Jun-Yan Zhu Jonas Wulff William S. Peebles Hendrik Strobelt Bolei Zhou Antonio Torralba GAN 127 310 0 24 Oct 2019
Region Based Adversarial Synthesis of Facial Action Units Zhilei Liu Diyi Liu Yunpeng Wu GAN CVBM 60 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 339 6,391 0 22 Oct 2019
Are Perceptually-Aligned Gradients a General Property of Robust Classifiers? Simran Kaur Jeremy M. Cohen Zachary Chase Lipton OOD AAML 69 66 0 18 Oct 2019
Understanding Deep Networks via Extremal Perturbations and Smooth Masks Ruth C. Fong Mandela Patrick Andrea Vedaldi AAML 130 422 0 18 Oct 2019
Enforcing Linearity in DNN succours Robustness and Adversarial Image Generation A. Sarkar Nikhil Kumar Gupta Raghu Sesha Iyengar AAML 48 11 0 17 Oct 2019
Membership Model Inversion Attacks for Deep Networks S. Basu R. Izmailov Chris Mesterharm MIACV 49 13 0 09 Oct 2019
Testing and verification of neural-network-based safety-critical control software: A systematic literature review Jin Zhang Jingyue Li 93 48 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 61 5 0 30 Sep 2019
Visual Explanation for Deep Metric Learning Sijie Zhu Taojiannan Yang Chong Chen FAtt 105 35 0 27 Sep 2019
Sampling the "Inverse Set" of a Neuron: An Approach to Understanding Neural Nets Suryabhan Singh Hada M. A. Carreira-Perpiñán BDL 33 8 0 27 Sep 2019
Implicit Semantic Data Augmentation for Deep Networks Yulin Wang Xuran Pan Shiji Song Hong Zhang Cheng Wu Gao Huang 139 201 0 26 Sep 2019
Switched linear projections for neural network interpretability Lech Szymanski B. McCane C. Atkinson FAtt MILM LLMSV 41 1 0 25 Sep 2019
Model-Based and Data-Driven Strategies in Medical Image Computing Daniel Rueckert Julia A. Schnabel OOD MedIm AI4CE 62 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 42 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 86 55 0 13 Sep 2019
Encoding Visual Attributes in Capsules for Explainable Medical Diagnoses Rodney LaLonde Drew Torigian Ulas Bagci MedIm 74 5 0 12 Sep 2019
FDA: Feature Disruptive Attack Aditya Ganeshan S. VivekB. R. Venkatesh Babu AAML 124 105 0 10 Sep 2019
Universal Physical Camouflage Attacks on Object Detectors Lifeng Huang Chengying Gao Yuyin Zhou Cihang Xie Alan Yuille C. Zou Ning Liu AAML 182 169 0 10 Sep 2019
DeepObfuscator: Obfuscating Intermediate Representations with Privacy-Preserving Adversarial Learning on Smartphones Ang Li Jiayi Guo Huanrui Yang Flora D. Salim Yiran Chen AAML 55 37 0 09 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 109 180 0 06 Sep 2019
STaDA: Style Transfer as Data Augmentation Xu Zheng Tejo Chalasani Koustav Ghosal Sebastian Lutz A. Smolic 74 63 0 03 Sep 2019
Facial age estimation by deep residual decision making Shichao Li K. Cheng CVBM 44 6 0 28 Aug 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 80 59 0 25 Aug 2019
Targeted Mismatch Adversarial Attack: Query with a Flower to Retrieve the Tower Giorgos Tolias Filip Radenovic Ondřej Chum AAML 77 71 0 24 Aug 2019
Situational Fusion of Visual Representation for Visual Navigation Bokui (William) Shen Danfei Xu Yuke Zhu Leonidas Guibas Fei-Fei Li Silvio Savarese SSL 95 62 0 24 Aug 2019
Visualizing Image Content to Explain Novel Image Discovery Jake H. Lee K. Wagstaff 38 3 0 14 Aug 2019