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
Finding Biological Plausibility for Adversarially Robust Features via Metameric Tasks A. Harrington Arturo Deza OOD AAML 82 20 0 02 Feb 2022
Plug-In Inversion: Model-Agnostic Inversion for Vision with Data Augmentations Amin Ghiasi Hamid Kazemi Steven Reich Chen Zhu Micah Goldblum Tom Goldstein 88 16 0 31 Jan 2022
Natural Language Descriptions of Deep Visual Features Evan Hernandez Sarah Schwettmann David Bau Teona Bagashvili Antonio Torralba Jacob Andreas MILM 322 126 0 26 Jan 2022
Variational Model Inversion Attacks Kuan-Chieh Wang Yanzhe Fu Ke Li Ashish Khisti R. Zemel Alireza Makhzani MIACV 96 99 0 26 Jan 2022
Deeply Explain CNN via Hierarchical Decomposition Mingg-Ming Cheng Peng-Tao Jiang Linghao Han Liang Wang Philip Torr FAtt 96 15 0 23 Jan 2022
Complexity from Adaptive-Symmetries Breaking: Global Minima in the Statistical Mechanics of Deep Neural Networks Shaun Li AI4CE 84 0 0 03 Jan 2022
Splicing ViT Features for Semantic Appearance Transfer Narek Tumanyan Omer Bar-Tal Shai Bagon Tali Dekel DiffM 95 181 0 02 Jan 2022
NinjaDesc: Content-Concealing Visual Descriptors via Adversarial Learning Tony Ng Hyo Jin Kim Vincent C. S. Lee Daniel DeTone Tsun-Yi Yang Tianwei Shen Eddy Ilg Vassileios Balntas K. Mikolajczyk Chris Sweeney GAN 82 24 0 23 Dec 2021
High Fidelity Visualization of What Your Self-Supervised Representation Knows About Florian Bordes Randall Balestriero Pascal Vincent DiffM 111 65 0 16 Dec 2021
Segmentation-Reconstruction-Guided Facial Image De-occlusion Xiangnan Yin Di Huang Zehua Fu Yunhong Wang Liming Chen 3DH CVBM 73 8 0 15 Dec 2021
Ex-Model: Continual Learning from a Stream of Trained Models Antonio Carta Andrea Cossu Vincenzo Lomonaco D. Bacciu CLL 57 12 0 13 Dec 2021
Interactive Visualization and Representation Analysis Applied to Glacier Segmentation Minxing Zheng Xinran Miao Kris Sankaran 45 1 0 11 Dec 2021
Activation to Saliency: Forming High-Quality Labels for Completely Unsupervised Salient Object Detection Huajun Zhou Peijia Chen Lingxiao Yang Jianhuang Lai Xiaohua Xie 68 0 0 07 Dec 2021
Do Invariances in Deep Neural Networks Align with Human Perception? Vedant Nanda Ayan Majumdar Camila Kolling John P. Dickerson Krishna P. Gummadi Bradley C. Love Adrian Weller AAML 38 5 0 29 Nov 2021
Understanding the Dynamics of DNNs Using Graph Modularity Yao Lu Wen Yang Yunzhe Zhang Zuohui Chen Jinyin Chen Qi Xuan Zhen Wang Xiaoniu Yang 125 12 0 24 Nov 2021
SPINE: Soft Piecewise Interpretable Neural Equations Jasdeep Singh Grover Harsh Minesh Domadia Rajashree Tapase Grishma Sharma 40 0 0 20 Nov 2021
Interpreting Representation Quality of DNNs for 3D Point Cloud Processing Wen Shen Qihan Ren Dongrui Liu Quanshi Zhang 3DPC 144 18 0 05 Nov 2021
Visualizing the Emergence of Intermediate Visual Patterns in DNNs Mingjie Li Shaobo Wang Quanshi Zhang 99 10 0 05 Nov 2021
Adversarially Perturbed Wavelet-based Morphed Face Generation Kelsey O'Haire Sobhan Soleymani Baaria Chaudhary Poorya Aghdaie J. Dawson Nasser M. Nasrabadi CVBM 49 11 0 03 Nov 2021
DistFL: Distribution-aware Federated Learning for Mobile Scenarios Bingyan Liu Y. Cai Ziqi Zhang Yan Liang Leye Wang Ding Li Yao Guo Xiangqun Chen OOD FedML 58 8 0 22 Oct 2021
Towards General Deep Leakage in Federated Learning Jiahui Geng Yongli Mou Feifei Li Qing Li Oya Beyan Stefan Decker Chunming Rong FedML 85 58 0 18 Oct 2021
Natural Image Reconstruction from fMRI using Deep Learning: A Survey Zarina Rakhimberdina Quentin Jodelet Xin Liu T. Murata 3DV 173 30 0 18 Oct 2021
TorchEsegeta: Framework for Interpretability and Explainability of Image-based Deep Learning Models S. Chatterjee Arnab Das Chirag Mandal Budhaditya Mukhopadhyay Manish Vipinraj Aniruddh Shukla R. Rao Chompunuch Sarasaen Oliver Speck A. Nürnberger MedIm 78 15 0 16 Oct 2021
Making Corgis Important for Honeycomb Classification: Adversarial Attacks on Concept-based Explainability Tools Davis Brown Henry Kvinge AAML 85 7 0 14 Oct 2021
Towards Data-Free Domain Generalization A. Frikha Haokun Chen Denis Krompass Thomas Runkler Volker Tresp OOD 165 14 0 09 Oct 2021
Salient ImageNet: How to discover spurious features in Deep Learning? Sahil Singla Soheil Feizi AAML VLM 124 120 0 08 Oct 2021
HLIC: Harmonizing Optimization Metrics in Learned Image Compression by Reinforcement Learning Baochen Sun Meng Gu Dailan He Tongda Xu Yan Wang Hongwei Qin 56 4 0 30 Sep 2021
Designing Counterfactual Generators using Deep Model Inversion Jayaraman J. Thiagarajan V. Narayanaswamy Deepta Rajan J. Liang Akshay S. Chaudhari A. Spanias DiffM 62 22 0 29 Sep 2021
iWave3D: End-to-end Brain Image Compression with Trainable 3-D Wavelet Transform Dongmei Xue Haichuan Ma Li Li Dong Liu Zhiwei Xiong MedIm 64 7 0 18 Sep 2021
Detection Accuracy for Evaluating Compositional Explanations of Units Sayo M. Makinwa Biagio La Rosa Roberto Capobianco FAtt CoGe 89 1 0 16 Sep 2021
FCA: Learning a 3D Full-coverage Vehicle Camouflage for Multi-view Physical Adversarial Attack Donghua Wang Tingsong Jiang Jialiang Sun Weien Zhou Xiaoya Zhang Zhiqiang Gong Wen Yao Xiaoqian Chen AAML 103 106 0 15 Sep 2021
IFBiD: Inference-Free Bias Detection Ignacio Serna Daniel DeAlcala Aythami Morales Julian Fierrez J. Ortega-Garcia CVBM 109 11 0 09 Sep 2021
Understanding of Kernels in CNN Models by Suppressing Irrelevant Visual Features in Images Jiafan Zhuang Wanying Tao Jianfei Xing Wei Shi Ruixuan Wang Weishi Zheng FAtt 52 3 0 25 Aug 2021
Interpreting Face Inference Models using Hierarchical Network Dissection Divyang Teotia Àgata Lapedriza Sarah Ostadabbas CVBM 79 3 0 23 Aug 2021
Transferring Knowledge with Attention Distillation for Multi-Domain Image-to-Image Translation Runze Li Tomaso Fontanini Luca Donati Andrea Prati B. Bhanu GAN 135 0 0 17 Aug 2021
Where do Models go Wrong? Parameter-Space Saliency Maps for Explainability Roman Levin Manli Shu Eitan Borgnia Furong Huang Micah Goldblum Tom Goldstein FAtt AAML 57 11 0 03 Aug 2021
Defending against Reconstruction Attack in Vertical Federated Learning Jiankai Sun Yuanshun Yao Weihao Gao Junyuan Xie Chong-Jun Wang AAML FedML 68 28 0 21 Jul 2021
MSR-Net: Multi-Scale Relighting Network for One-to-One Relighting Sourya Dipta Das Nisarg A. Shah Saikat Dutta 85 7 0 13 Jul 2021
Controlled Caption Generation for Images Through Adversarial Attacks Nayyer Aafaq Naveed Akhtar Wei Liu M. Shah Ajmal Mian AAML 59 10 0 07 Jul 2021
On The Distribution of Penultimate Activations of Classification Networks Minkyo Seo Yoonho Lee Suha Kwak UQCV 49 4 0 05 Jul 2021
Darker than Black-Box: Face Reconstruction from Similarity Queries Anton Razzhigaev Klim Kireev Igor Udovichenko Aleksandr Petiushko CVBM 56 8 0 27 Jun 2021
Inverting and Understanding Object Detectors Ang Cao Justin Johnson ObjD 128 3 0 26 Jun 2021
How Well do Feature Visualizations Support Causal Understanding of CNN Activations? Roland S. Zimmermann Judy Borowski Robert Geirhos Matthias Bethge Thomas S. A. Wallis Wieland Brendel FAtt 95 33 0 23 Jun 2021
Visual Probing: Cognitive Framework for Explaining Self-Supervised Image Representations Witold Oleszkiewicz Dominika Basaj Igor Sieradzki Michal Górszczak Barbara Rychalska K. Lewandowska Tomasz Trzciñski Bartosz Zieliñski SSL 75 3 0 21 Jun 2021
A Game-Theoretic Taxonomy of Visual Concepts in DNNs Xu Cheng Chuntung Chu Yi Zheng Jie Ren Quanshi Zhang 47 22 0 21 Jun 2021
Guided Integrated Gradients: An Adaptive Path Method for Removing Noise A. Kapishnikov Subhashini Venugopalan Besim Avci Benjamin D. Wedin Michael Terry Tolga Bolukbasi 122 95 0 17 Jun 2021
Weakly-Supervised Photo-realistic Texture Generation for 3D Face Reconstruction Xiangnan Yin Di Huang Zehua Fu Yunhong Wang Liming Chen 3DH 65 5 0 14 Jun 2021
Pixel Sampling for Style Preserving Face Pose Editing Xiangnan Yin Di Huang Hongyu Yang Zehua Fu Yunhong Wang Liming Chen CVBM 70 1 0 14 Jun 2021
Inverting Adversarially Robust Networks for Image Synthesis Renan A. Rojas-Gomez Raymond A. Yeh Minh Do A. Nguyen 65 5 0 13 Jun 2021
On the Evolution of Neuron Communities in a Deep Learning Architecture Sakib Mostafa Debajyoti Mondal GNN 61 3 0 08 Jun 2021