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
Stretching Beyond the Obvious: A Gradient-Free Framework to Unveil the Hidden Landscape of Visual Invariance Lorenzo Tausani P. Muratore Morgan B. Talbot Giacomo Amerio Gabriel Kreiman D. Zoccolan AAML 27 0 0 20 Jun 2025
Better Language Model Inversion by Compactly Representing Next-Token Distributions Murtaza Nazir Matthew Finlayson John X. Morris Xiang Ren Swabha Swayamdipta 32 0 0 20 Jun 2025
Collaborative Min-Max Regret in Grouped Multi-Armed Bandits Moïse Blanchard Vineet Goyal 120 0 0 12 Jun 2025
InverseScope: Scalable Activation Inversion for Interpreting Large Language Models Yifan Luo Zhennan Zhou Bin Dong 31 0 0 09 Jun 2025
HonestFace: Towards Honest Face Restoration with One-Step Diffusion Model Jingkai Wang Wu Miao Jue Gong Z. Chen Xing Liu Hong Gu Yutong Liu Yulun Zhang DiffM 53 0 0 24 May 2025
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Jingzheng Li Tiancheng Wang Xingyu Peng Jiasi Chen Zhijun Chen Bing Li Xianglong Liu ELM 83 0 0 20 May 2025
Visual Image Reconstruction from Brain Activity via Latent Representation Y. Kamitani Misato Tanaka Ken Shirakawa 54 0 0 13 May 2025
Does CLIP perceive art the same way we do? Andrea Asperti Leonardo Dessì Maria Chiara Tonetti Nico Wu 72 0 0 08 May 2025
PEEL the Layers and Find Yourself: Revisiting Inference-time Data Leakage for Residual Neural Networks Huzaifa Arif K. Murugesan Payel Das Alex Gittens Pin-Yu Chen AAML 91 0 0 08 Apr 2025
Towards Benchmarking and Assessing the Safety and Robustness of Autonomous Driving on Safety-critical Scenarios Jingzheng Li Xianglong Liu Shikui Wei Zhijun Chen Yangqiu Song Qing Guo Xianqi Yang Yanjun Pu Jiakai Wang AAML ELM 167 0 0 31 Mar 2025
VITAL: More Understandable Feature Visualization through Distribution Alignment and Relevant Information Flow Ada Gorgun Bernt Schiele Jonas Fischer 86 0 0 28 Mar 2025
Learning Interpretable Logic Rules from Deep Vision Models Chuqin Geng Yuhe Jiang Ziyu Zhao Haolin Ye Zhaoyue Wang X. Si NAI FAtt VLM 114 1 0 13 Mar 2025
Revealing Unintentional Information Leakage in Low-Dimensional Facial Portrait Representations Kathleen Anderson Thomas Martinetz CVBM 120 0 0 12 Mar 2025
Prompt Inversion Attack against Collaborative Inference of Large Language Models Wenjie Qu Yuguang Zhou Yongji Wu Tingsong Xiao Binhang Yuan Yongbin Li Jiaheng Zhang 141 0 0 12 Mar 2025
ConcreTizer: Model Inversion Attack via Occupancy Classification and Dispersion Control for 3D Point Cloud Restoration Youngseok Kim Sunwook Hwang Hyung-Sin Kim S. Bahk DiffM 3DPC 90 0 0 10 Mar 2025
Surgical Gaussian Surfels: Highly Accurate Real-time Surgical Scene Rendering Idris O. Sunmola Zhenjun Zhao Samuel Schmidgall Yumeng Wang Paul Maria Scheikl A. Krieger 3DGS 85 0 0 06 Mar 2025
IBURD: Image Blending for Underwater Robotic Detection Jungseok Hong Sakshi Singh Junaed Sattar 117 1 0 24 Feb 2025
AI-Assisted Decision Making with Human Learning Gali Noti Kate Donahue Jon M. Kleinberg Sigal Oren 275 1 0 18 Feb 2025
Adversarially Robust CLIP Models Can Induce Better (Robust) Perceptual Metrics Francesco Croce Christian Schlarmann Naman D. Singh Matthias Hein 165 7 0 17 Feb 2025
Universal Sparse Autoencoders: Interpretable Cross-Model Concept Alignment Harrish Thasarathan Julian Forsyth Thomas Fel M. Kowal Konstantinos G. Derpanis 146 10 0 06 Feb 2025
Dimensions underlying the representational alignment of deep neural networks with humans F. Mahner Lukas Muttenthaler Umut Güçlü M. Hebart 211 7 0 28 Jan 2025
PBM-VFL: Vertical Federated Learning with Feature and Sample Privacy Linh Tran Timothy Castiglia Stacy Patterson Ana Milanova FedML 113 0 0 23 Jan 2025
StyleSSP: Sampling StartPoint Enhancement for Training-free Diffusion-based Method for Style Transfer Ruojun Xu Weijie Xi Xiaodi Wang Yongbo Mao Zach Cheng DiffM 124 1 0 20 Jan 2025
A Review of Multimodal Explainable Artificial Intelligence: Past, Present and Future Shilin Sun Wenbin An Feng Tian Fang Nan Qidong Liu Jing Liu N. Shah Ping Chen 162 6 0 18 Dec 2024
Relation-Guided Adversarial Learning for Data-free Knowledge Transfer Yingping Liang Ying Fu 113 1 0 16 Dec 2024
Unlocking Visual Secrets: Inverting Features with Diffusion Priors for Image Reconstruction Sai Qian Zhang Ziyun Li Chuan Guo Saeed Mahloujifar Deeksha Dangwal Edward Suh B. D. Salvo Chiao Liu DiffM 145 0 0 11 Dec 2024
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey Yunkai Dang Kaichen Huang Jiahao Huo Yibo Yan Shijie Huang ... Kun Wang Yong Liu Jing Shao Hui Xiong Xuming Hu LRM 170 22 0 03 Dec 2024
Convolutional Neural Networks Do Work with Pre-Defined Filters C. Linse Erhardt Barth T. Martinetz 149 5 0 27 Nov 2024
Toward Robust and Accurate Adversarial Camouflage Generation against Vehicle Detectors Jiawei Zhou Linye Lyu Daojing He Yu Li AAML 58 0 0 15 Nov 2024
Towards Utilising a Range of Neural Activations for Comprehending Representational Associations Laura O'Mahony Nikola S. Nikolov David JP O'Sullivan 161 0 0 15 Nov 2024
Info-CELS: Informative Saliency Map Guided Counterfactual Explanation Peiyu Li O. Bahri Pouya Hosseinzadeh S. F. Boubrahimi S. M. Hamdi CML LRM 126 1 0 27 Oct 2024
Out-of-Bounding-Box Triggers: A Stealthy Approach to Cheat Object Detectors Tao Lin Lijia Yu Gaojie Jin Renjue Li Peng Wu Lijun Zhang AAML 113 1 0 14 Oct 2024
Subject Data Auditing via Source Inference Attack in Cross-Silo Federated Learning Jiaxin Li Marco Arazzi Antonino Nocera Mauro Conti 68 2 0 28 Sep 2024
Privacy Attack in Federated Learning is Not Easy: An Experimental Study Hangyu Zhu Liyuan Huang Zhenping Xie FedML 48 0 0 28 Sep 2024
HSTFL: A Heterogeneous Federated Learning Framework for Misaligned Spatiotemporal Forecasting Shuowei Cai Hao Liu AI4TS 47 1 0 27 Sep 2024
Transient Adversarial 3D Projection Attacks on Object Detection in Autonomous Driving Ce Zhou Qiben Yan Sijia Liu 3DPC AAML 65 0 0 25 Sep 2024
Linking in Style: Understanding learned features in deep learning models Maren H. Wehrheim Pamela Osuna-Vargas Matthias Kaschube GAN 52 0 0 25 Sep 2024
Measuring Sound Symbolism in Audio-visual Models Wei-Cheng Tseng Yi-Jen Shih David Harwath Raymond Mooney 94 0 0 18 Sep 2024
Obfuscation Based Privacy Preserving Representations are Recoverable Using Neighborhood Information Kunal Chelani Assia Benbihi Fredrik Kahl Torsten Sattler Zuzana Kukelova 3DPC 231 0 0 17 Sep 2024
Masked Mixers for Language Generation and Retrieval Benjamin L. Badger 169 0 0 02 Sep 2024
Adversarial Manhole: Challenging Monocular Depth Estimation and Semantic Segmentation Models with Patch Attack Naufal Suryanto Andro Aprila Adiputra Ahmada Yusril Kadiptya Yongsu Kim Howon Kim AAML 56 0 0 27 Aug 2024
Finding the DeepDream for Time Series: Activation Maximization for Univariate Time Series U. Schlegel Daniel A. Keim Tobias Sutter AI4TS 32 1 0 20 Aug 2024
Attack Anything: Blind DNNs via Universal Background Adversarial Attack Jiawei Lian Shaohui Mei Xiaofei Wang Yi Wang Lefan Wang Yingjie Lu Mingyang Ma Lap-Pui Chau AAML 90 1 0 17 Aug 2024
Linking Robustness and Generalization: A k* Distribution Analysis of Concept Clustering in Latent Space for Vision Models Shashank Kotyan Pin-Yu Chen Danilo Vasconcellos Vargas OOD 76 0 0 17 Aug 2024
Quantum Gradient Class Activation Map for Model Interpretability Hsin-Yi Lin Huan-Hsin Tseng Samuel Yen-Chi Chen Shinjae Yoo FAtt 82 8 0 12 Aug 2024
Improving Network Interpretability via Explanation Consistency Evaluation Hefeng Wu Hao Jiang Keze Wang Ziyi Tang Xianghuan He Liang Lin FAtt AAML 95 0 0 08 Aug 2024
A Differentially Private Blockchain-Based Approach for Vertical Federated Learning Linh Tran Sanjay Chari Md. Saikat Islam Khan Aaron Zachariah Stacy Patterson Oshani Seneviratne FedML 84 3 0 09 Jul 2024
Weakly Supervised Test-Time Domain Adaptation for Object Detection Anh-Dzung Doan Bach Long Nguyen Terry Lim M. Jayawardhana Surabhi Gupta Christophe Guettier Ian Reid Markus Wagner Tat-Jun Chin TTA 81 0 0 08 Jul 2024
Transferable Embedding Inversion Attack: Uncovering Privacy Risks in Text Embeddings without Model Queries Yu-Hsiang Huang Yuche Tsai Hsiang Hsiao Hong-Yi Lin Shou-De Lin SILM 123 10 0 12 Jun 2024
Understanding Inhibition Through Maximally Tense Images Chris Hamblin Srijani Saha Talia Konkle George Alvarez FAtt 59 0 0 08 Jun 2024