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
A Comprehensive and Reliable Feature Attribution Method: Double-sided Remove and Reconstruct (DoRaR) Dong Qin G. Amariucai Daji Qiao Yong Guan Shen Fu 140 5 0 27 Oct 2023
Interpreting and Controlling Vision Foundation Models via Text Explanations Haozhe Chen Junfeng Yang Carl Vondrick Chengzhi Mao 91 3 0 16 Oct 2023
A General Protocol to Probe Large Vision Models for 3D Physical Understanding Guanqi Zhan Chuanxia Zheng Weidi Xie Andrew Zisserman DiffM 90 15 0 10 Oct 2023
Text Embeddings Reveal (Almost) As Much As Text John X. Morris Volodymyr Kuleshov Vitaly Shmatikov Alexander M. Rush RALM 105 115 0 10 Oct 2023
Interpreting CLIP's Image Representation via Text-Based Decomposition Yossi Gandelsman Alexei A. Efros Jacob Steinhardt VLM 104 101 0 09 Oct 2023
Counterfactual Image Generation for adversarially robust and interpretable Classifiers Rafael Bischof Florian Scheidegger Michael A. Kraus A. Malossi AAML 69 2 0 01 Oct 2023
Controlling Neural Style Transfer with Deep Reinforcement Learning Chengming Feng Jing Hu Xin Wang Shu Hu Bin Zhu Xi Wu Hongtu Zhu Siwei Lyu 53 3 0 30 Sep 2023
Explaining Deep Face Algorithms through Visualization: A Survey Thrupthi Ann S. M. I. C. V. Balasubramanian M. Jawahar CVBM 67 1 0 26 Sep 2023
Portrait Stylization: Artistic Style Transfer with Auxiliary Networks for Human Face Stylization Thiago Ambiel 3DH CVBM 37 0 0 23 Sep 2023
FIND: A Function Description Benchmark for Evaluating Interpretability Methods Sarah Schwettmann Tamar Rott Shaham Joanna Materzyñska Neil Chowdhury Shuang Li Jacob Andreas David Bau Antonio Torralba 56 22 0 07 Sep 2023
The inverse problem for neural networks M. Forets Christian Schilling 81 0 0 27 Aug 2023
LDP-Feat: Image Features with Local Differential Privacy Francesco Pittaluga Bingbing Zhuang 56 7 0 22 Aug 2023
Dissecting RGB-D Learning for Improved Multi-modal Fusion Hao Chen Hao Zhou Yunshu Zhang Zheng Lin Yongjian Deng 134 1 0 19 Aug 2023
ACTIVE: Towards Highly Transferable 3D Physical Camouflage for Universal and Robust Vehicle Evasion Naufal Suryanto Yongsu Kim Harashta Tatimma Larasati Hyoeun Kang Thi-Thu-Huong Le Yoonyoung Hong Hunmin Yang Se-Yoon Oh Howon Kim AAML 75 26 0 14 Aug 2023
Physical Adversarial Attacks For Camera-based Smart Systems: Current Trends, Categorization, Applications, Research Challenges, and Future Outlook Amira Guesmi Muhammad Abdullah Hanif B. Ouni Muhammed Shafique AAML 125 23 0 11 Aug 2023
A Preliminary Study of the Intrinsic Relationship between Complexity and Alignment Ying Zhao Yu Bowen Binyuan Hui Haiyang Yu Fei Huang Yongbin Li N. Zhang 136 25 0 10 Aug 2023
Feature Matching Data Synthesis for Non-IID Federated Learning Zijian Li Yuchang Sun Jiawei Shao Yuyi Mao Jessie Hui Wang Jun Zhang 63 24 0 09 Aug 2023
Teacher-Student Architecture for Knowledge Distillation: A Survey Chengming Hu Xuan Li Danyang Liu Haolun Wu Xi Chen Ju Wang Xue Liu 94 19 0 08 Aug 2023
Predicting and explaining nonlinear material response using deep Physically Guided Neural Networks with Internal Variables Javier Orera-Echeverria J. Ayensa-Jiménez Manuel Doblaré 55 1 0 07 Aug 2023
SAAM: Stealthy Adversarial Attack on Monocular Depth Estimation Amira Guesmi Muhammad Abdullah Hanif B. Ouni Mohamed Bennai MDE 82 13 0 06 Aug 2023
Wider and Deeper LLM Networks are Fairer LLM Evaluators Xinghua Zhang Yu Bowen Haiyang Yu Yangyu Lv Tingwen Liu Fei Huang Hongbo Xu Yongbin Li ALM 149 90 0 03 Aug 2023
Polarization Multi-Image Synthesis with Birefringent Metasurfaces D. Hazineh S. W. D. Lim Qi Guo F. Capasso Todd E. Zickler 64 5 0 16 Jul 2023
Scale Alone Does not Improve Mechanistic Interpretability in Vision Models Roland S. Zimmermann Thomas Klein Wieland Brendel 99 17 0 11 Jul 2023
Substance or Style: What Does Your Image Embedding Know? Cyrus Rashtchian Charles Herrmann Chun-Sung Ferng Ayan Chakrabarti Dilip Krishnan Deqing Sun Da-Cheng Juan Andrew Tomkins 57 6 0 10 Jul 2023
Deconstructing Data Reconstruction: Multiclass, Weight Decay and General Losses G. Buzaglo Niv Haim Gilad Yehudai Gal Vardi Yakir Oz Yaniv Nikankin Michal Irani 109 15 0 04 Jul 2023
NaturalInversion: Data-Free Image Synthesis Improving Real-World Consistency Yujin Kim Do-Young Park Dohee Kim Suhyun Kim DiffM 103 9 0 29 Jun 2023
Squeeze, Recover and Relabel: Dataset Condensation at ImageNet Scale From A New Perspective Zeyuan Yin Eric P. Xing Zhiqiang Shen DD 105 84 0 22 Jun 2023
DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic Data Stephanie Fu Netanel Y. Tamir Shobhita Sundaram Lucy Chai Richard Y. Zhang Tali Dekel Phillip Isola EGVM 102 123 0 15 Jun 2023
Adversarial Attacks on the Interpretation of Neuron Activation Maximization Géraldin Nanfack A. Fulleringer Jonathan Marty Michael Eickenberg Eugene Belilovsky AAML FAtt 69 11 0 12 Jun 2023
Unlocking Feature Visualization for Deeper Networks with MAgnitude Constrained Optimization Thomas Fel Thibaut Boissin Victor Boutin Agustin Picard Paul Novello ... Drew Linsley Tom Rousseau Rémi Cadène Laurent Gardes Thomas Serre FAtt 92 22 0 11 Jun 2023
XInsight: Revealing Model Insights for GNNs with Flow-based Explanations Eli J. Laird Ayesh Madushanka E. Kraka Corey Clark 59 1 0 07 Jun 2023
Don't trust your eyes: on the (un)reliability of feature visualizations Robert Geirhos Roland S. Zimmermann Blair Bilodeau Wieland Brendel Been Kim FAtt OOD 131 31 0 07 Jun 2023
Continual Learning with Pretrained Backbones by Tuning in the Input Space Simone Marullo Matteo Tiezzi Marco Gori S. Melacci Tinne Tuytelaars CLL 67 2 0 05 Jun 2023
Diffused Redundancy in Pre-trained Representations Vedant Nanda Till Speicher John P. Dickerson Soheil Feizi Krishna P. Gummadi Adrian Weller SSL 77 3 0 31 May 2023
DermSynth3D: Synthesis of in-the-wild Annotated Dermatology Images Ashish Sinha J. Kawahara Arezou Pakzad Kumar Abhishek Matthieu Ruthven Enjie Ghorbel Anis Kacem Djamila Aouada Ghassan Hamarneh MedIm DiffM 99 3 0 22 May 2023
DAP: A Dynamic Adversarial Patch for Evading Person Detectors Amira Guesmi Ruitian Ding Muhammad Abdullah Hanif Ihsen Alouani Mohamed Bennai AAML 118 28 0 19 May 2023
Free Lunch for Privacy Preserving Distributed Graph Learning Nimesh Agrawal Nikita Malik Sandeep Kumar 53 0 0 18 May 2023
FICNN: A Framework for the Interpretation of Deep Convolutional Neural Networks Hamed Behzadi-Khormouji José Oramas 52 0 0 17 May 2023
A Deep Learning-based Compression and Classification Technique for Whole Slide Histopathology Images Agnes Barsi S. Nayak S. Parida R. Shukla MedIm 70 10 0 11 May 2023
Finding Meaningful Distributions of ML Black-boxes under Forensic Investigation Jiyi Zhang Hansheng Fang Hwee Kuan Lee E. Chang 81 1 0 10 May 2023
Similarity of Neural Network Models: A Survey of Functional and Representational Measures Max Klabunde Tobias Schumacher M. Strohmaier Florian Lemmerich 189 75 0 10 May 2023
Bounding the Invertibility of Privacy-preserving Instance Encoding using Fisher Information Kiwan Maeng Chuan Guo Sanjay Kariyappa G. E. Suh 77 8 0 06 May 2023
ID2image: Leakage of non-ID information into face descriptors and inversion from descriptors to images Mingrui Li W. Smith P. Huber CVBM GAN 50 2 0 15 Apr 2023
Continual Source-Free Unsupervised Domain Adaptation Waqar Ahmed Pietro Morerio Vittorio Murino TTA CLL 90 2 0 14 Apr 2023
On the Adversarial Inversion of Deep Biometric Representations Gioacchino Tangari Shreesh Keskar Hassan Jameel Asghar Dali Kaafar AAML 78 2 0 12 Apr 2023
EcoFed: Efficient Communication for DNN Partitioning-based Federated Learning Di Wu R. Ullah Philip Rodgers Peter Kilpatrick I. Spence Blesson Varghese FedML 119 1 0 11 Apr 2023
A Brief Review of Explainable Artificial Intelligence in Healthcare Zahra Sadeghi R. Alizadehsani M. Cifci Samina Kausar Rizwan Rehman ... A. Shoeibi H. Moosaei Milan Hladík Saeid Nahavandi P. Pardalos 33 14 0 04 Apr 2023
Automatic Camera Trajectory Control with Enhanced Immersion for Virtual Cinematography Xinyi Wu Haohong Wang Aggelos K. Katsaggelos VGen 66 1 0 29 Mar 2023
Controllable Inversion of Black-Box Face Recognition Models via Diffusion Manuel Kansy Anton Raël Graziana Mignone Jacek Naruniec Christopher Schroers Markus Gross Romann M. Weber DiffM 144 20 0 23 Mar 2023
Leaping Into Memories: Space-Time Deep Feature Synthesis Alexandros Stergiou Nikos Deligiannis 57 0 0 17 Mar 2023