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
Improved Explainability of Capsule Networks: Relevance Path by Agreement Atefeh Shahroudnejad Arash Mohammadi Konstantinos N. Plataniotis AAML MedIm 50 62 0 27 Feb 2018
i-RevNet: Deep Invertible Networks J. Jacobsen A. Smeulders Edouard Oyallon 106 334 0 20 Feb 2018
Exact and Consistent Interpretation for Piecewise Linear Neural Networks: A Closed Form Solution Lingyang Chu X. Hu Juhua Hu Lanjun Wang J. Pei 68 100 0 17 Feb 2018
HWNet v2: An Efficient Word Image Representation for Handwritten Documents Praveen Krishnan C. V. Jawahar 64 65 0 17 Feb 2018
Understanding Recurrent Neural State Using Memory Signatures Skanda Koppula K. Sim K. K. Chin 119 2 0 11 Feb 2018
Influence-Directed Explanations for Deep Convolutional Networks Klas Leino S. Sen Anupam Datta Matt Fredrikson Linyi Li TDI FAtt 113 75 0 11 Feb 2018
Understanding Convolutional Networks with APPLE : Automatic Patch Pattern Labeling for Explanation Sandeep Konam Ian Quah Stephanie Rosenthal Manuela Veloso FAtt 60 3 0 11 Feb 2018
A Survey Of Methods For Explaining Black Box Models Riccardo Guidotti A. Monreale Salvatore Ruggieri Franco Turini D. Pedreschi F. Giannotti XAI 279 4,012 0 06 Feb 2018
Intriguing Properties of Randomly Weighted Networks: Generalizing While Learning Next to Nothing Amir Rosenfeld John K. Tsotsos MLT 82 52 0 02 Feb 2018
Visual Interpretability for Deep Learning: a Survey Quanshi Zhang Song-Chun Zhu FaML HAI 182 826 0 02 Feb 2018
Causal Learning and Explanation of Deep Neural Networks via Autoencoded Activations M. Harradon Jeff Druce Brian E. Ruttenberg BDL CML 53 82 0 02 Feb 2018
Perceptual Compressive Sensing Jiang Du Xuemei Xie Chenye Wang Guangming Shi 126 9 0 01 Feb 2018
Interpreting CNNs via Decision Trees Quanshi Zhang Yu Yang Ying Nian Wu Song-Chun Zhu FAtt 112 324 0 01 Feb 2018
The Intriguing Properties of Model Explanations Maruan Al-Shedivat Kumar Avinava Dubey Eric Xing FAtt 46 7 0 30 Jan 2018
Shift-Net: Image Inpainting via Deep Feature Rearrangement Zhaoyi Yan Xiaoming Li Mu Li W. Zuo Shiguang Shan 76 452 0 29 Jan 2018
Understanding Deep Architectures by Visual Summaries Marco Carletti Marco Godi Maedeh Aghaei Francesco Giuliari Marco Cristani 3DH FAtt 21 1 0 27 Jan 2018
ArcFace: Additive Angular Margin Loss for Deep Face Recognition Jiankang Deng Jiaxin Guo J. Yang Niannan Xue I. Kotsia Stefanos Zafeiriou CVBM 105 220 0 23 Jan 2018
Visual Analytics in Deep Learning: An Interrogative Survey for the Next Frontiers Fred Hohman Minsuk Kahng Robert S. Pienta Duen Horng Chau OOD HAI 114 541 0 21 Jan 2018
Constraint-free Natural Image Reconstruction from fMRI Signals Based on Convolutional Neural Network Chi Zhang Kai Qiao Linyuan Wang Li Tong Ying Zeng Bin Yan 63 18 0 16 Jan 2018
Deep Stereo Matching with Explicit Cost Aggregation Sub-Architecture Lidong Yu Yucheng Wang Yuwei Wu Yunde Jia 3DV 84 64 0 12 Jan 2018
Net2Vec: Quantifying and Explaining how Concepts are Encoded by Filters in Deep Neural Networks Ruth C. Fong Andrea Vedaldi FAtt 103 264 0 10 Jan 2018
Abstract: Probabilistic Prognostic Estimates of Survival in Metastatic Cancer Patients Imon Banerjee Michael Gensheimer D. Wood S. Henry D. Chang D. Rubin 43 26 0 09 Jan 2018
Guiding human gaze with convolutional neural networks Leon A. Gatys Matthias Kümmerer Thomas S. A. Wallis Matthias Bethge AAML CVBM 47 16 0 18 Dec 2017
LSTM Pose Machines Yue Luo Jimmy S. J. Ren Zhouxia Wang Wenxiu Sun Jin-shan Pan Jianbo Liu Jiahao Pang Liang Lin 78 120 0 18 Dec 2017
Mathematics of Deep Learning René Vidal Joan Bruna Raja Giryes Stefano Soatto OOD 70 120 0 13 Dec 2017
Controllable Top-down Feature Transformer Zhiwei Jia Haoshen Hong Siyang Wang Kwonjoon Lee Zhuowen Tu ViT 42 2 0 06 Dec 2017
A trans-disciplinary review of deep learning research for water resources scientists Chaopeng Shen AI4CE 237 702 0 06 Dec 2017
Towards Recovery of Conditional Vectors from Conditional Generative Adversarial Networks Sihao Ding Andreas Wallin GAN 35 3 0 06 Dec 2017
Deep Image Prior Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky SupR 196 3,180 0 29 Nov 2017
Patch Correspondences for Interpreting Pixel-level CNNs Victor Fragoso Chunhui Liu Aayush Bansal Deva Ramanan 58 3 0 29 Nov 2017
Backprop as Functor: A compositional perspective on supervised learning Brendan Fong David I. Spivak Rémy Tuyéras 92 95 0 28 Nov 2017
Are GANs Created Equal? A Large-Scale Study Mario Lucic Karol Kurach Marcin Michalski Sylvain Gelly Olivier Bousquet EGVM 209 1,015 0 28 Nov 2017
Context Augmentation for Convolutional Neural Networks Aysegül Dündar Ignacio Garcia Dorado 34 5 0 22 Nov 2017
Train, Diagnose and Fix: Interpretable Approach for Fine-grained Action Recognition Jingxuan Hou Tae Soo Kim A. Reiter 25 1 0 22 Nov 2017
Few-shot Learning by Exploiting Visual Concepts within CNNs Boyang Deng Qing Liu Siyuan Qiao Alan Yuille 76 4 0 22 Nov 2017
Relating Input Concepts to Convolutional Neural Network Decisions Ning Xie Md Kamruzzaman Sarker Derek Doran Pascal Hitzler M. Raymer FAtt 63 15 0 21 Nov 2017
SilNet : Single- and Multi-View Reconstruction by Learning from Silhouettes Olivia Wiles Andrew Zisserman 3DPC 91 97 0 21 Nov 2017
"I know it when I see it". Visualization and Intuitive Interpretability Fabian Offert HAI 77 10 0 20 Nov 2017
Interpreting Deep Visual Representations via Network Dissection Bolei Zhou David Bau A. Oliva Antonio Torralba FAtt MILM 76 325 0 15 Nov 2017
The Local Dimension of Deep Manifold Mengxiao Zhang W. Wu Yanren Zhang Kun He Tao Yu Huan Long John E. Hopcroft FAtt 29 3 0 05 Nov 2017
Parametrizing filters of a CNN with a GAN Yannic Kilcher Gary Bécigneul Thomas Hofmann GAN 38 2 0 31 Oct 2017
Optimization Landscape and Expressivity of Deep CNNs Quynh N. Nguyen Matthias Hein 107 29 0 30 Oct 2017
Examining CNN Representations with respect to Dataset Bias Quanshi Zhang Wenguan Wang Song-Chun Zhu SSL FAtt 70 104 0 29 Oct 2017
Generic 3D Representation via Pose Estimation and Matching Amir Zamir T. Wekel Pulkit Agrawal Colin Wei Jitendra Malik Silvio Savarese 3DV 90 94 0 23 Oct 2017
Ligand Pose Optimization with Atomic Grid-Based Convolutional Neural Networks Matthew Ragoza Lillian Turner D. Koes 47 16 0 20 Oct 2017
Data-Free Knowledge Distillation for Deep Neural Networks Raphael Gontijo-Lopes Stefano Fenu Thad Starner 100 273 0 19 Oct 2017
Do Convolutional Neural Networks Learn Class Hierarchy? B. Alsallakh Amin Jourabloo Mao Ye Xiaoming Liu Liu Ren 186 216 0 17 Oct 2017
CNNComparator: Comparative Analytics of Convolutional Neural Networks Haipeng Zeng Hammad Haleem Xavier Plantaz Nan Cao Huamin Qu 57 31 0 15 Oct 2017
Privacy-Preserving Deep Inference for Rich User Data on The Cloud S. A. Ossia Ali Shahin Shamsabadi A. Taheri Kleomenis Katevas Hamid R. Rabiee Nicholas D. Lane Hamed Haddadi FedML 40 15 0 04 Oct 2017
Interpretable Convolutional Neural Networks Quanshi Zhang Ying Nian Wu Song-Chun Zhu FAtt 132 785 0 02 Oct 2017