Deep Neural Networks are Easily Fooled: High Confidence Predictions for Unrecognizable Images

5 December 2014

Jeff Clune

Papers citing "Deep Neural Networks are Easily Fooled: High Confidence Predictions for Unrecognizable Images"

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InFlow: Robust outlier detection utilizing Normalizing Flows Nishant Kumar Pia Hanfeld Michael Hecht Michael Bussmann Stefan Gumhold Nico Hoffmann OODD OOD TPM 29 4 0 10 Jun 2021
Understanding Softmax Confidence and Uncertainty Tim Pearce Alexandra Brintrup Jun Zhu UQCV 22 89 0 09 Jun 2021
Explainable AI for medical imaging: Explaining pneumothorax diagnoses with Bayesian Teaching Tomas Folke Scott Cheng-Hsin Yang S. Anderson Patrick Shafto 21 19 0 08 Jun 2021
Provably Robust Detection of Out-of-distribution Data (almost) for free Alexander Meinke Julian Bitterwolf Matthias Hein OODD 38 22 0 08 Jun 2021
On the role of feedback in visual processing: a predictive coding perspective A. Alamia Milad Mozafari Bhavin Choksi Rufin VanRullen 13 5 0 08 Jun 2021
White Paper Assistance: A Step Forward Beyond the Shortcut Learning Xuan Cheng Tianshu Xie Xiaomin Wang Jiali Deng Minghui Liu Meilin Liu AAML 26 0 0 08 Jun 2021
Frustratingly Easy Uncertainty Estimation for Distribution Shift Tiago Salvador Vikram S. Voleti Alexander Iannantuono Adam M. Oberman OOD UQCV 35 1 0 07 Jun 2021
Exploring the Limits of Out-of-Distribution Detection Stanislav Fort Jie Jessie Ren Balaji Lakshminarayanan 27 328 0 06 Jun 2021
Predify: Augmenting deep neural networks with brain-inspired predictive coding dynamics Bhavin Choksi Milad Mozafari Callum Biggs O'May Benjamin Ador A. Alamia Rufin VanRullen AI4CE 30 35 0 04 Jun 2021
Quantifying Predictive Uncertainty in Medical Image Analysis with Deep Kernel Learning Zhiliang Wu Yinchong Yang Jindong Gu Volker Tresp UQCV MedIm 28 9 0 01 Jun 2021
Machine Learning for Security in Vehicular Networks: A Comprehensive Survey Anum Talpur M. Gurusamy 19 61 0 31 May 2021
The effectiveness of feature attribution methods and its correlation with automatic evaluation scores Giang Nguyen Daeyoung Kim Anh Totti Nguyen FAtt 24 86 0 31 May 2021
Two Coupled Rejection Metrics Can Tell Adversarial Examples Apart Tianyu Pang Huishuai Zhang Di He Yinpeng Dong Hang Su Wei Chen Jun Zhu Tie-Yan Liu AAML 10 16 0 31 May 2021
Open-world Machine Learning: Applications, Challenges, and Opportunities Jitendra Parmar S. Chouhan Vaskar Raychoudhury S. Rathore OffRL 43 92 0 27 May 2021
BSNN: Towards Faster and Better Conversion of Artificial Neural Networks to Spiking Neural Networks with Bistable Neurons Yang Li Yi Zeng Dongcheng Zhao 39 26 0 27 May 2021
HDXplore: Automated Blackbox Testing of Brain-Inspired Hyperdimensional Computing Rahul Thapa Dongning Ma Xun Jiao 16 10 0 26 May 2021
Spatio-Contextual Deep Network Based Multimodal Pedestrian Detection For Autonomous Driving Kinjal Dasgupta Arindam Das Sudip Das Ujjwal Bhattacharya S. Yogamani 35 61 0 26 May 2021
Anomaly Detection of Adversarial Examples using Class-conditional Generative Adversarial Networks Hang Wang David J. Miller G. Kesidis GAN AAML 32 11 0 21 May 2021
Assessing aesthetics of generated abstract images using correlation structure Sina Khajehabdollahi Georg Martius Anna Levina 18 3 0 18 May 2021
An Effective Baseline for Robustness to Distributional Shift S. Thulasidasan Sushil Thapa S. Dhaubhadel Gopinath Chennupati Tanmoy Bhattacharya J. Bilmes OOD OODD 34 26 0 15 May 2021
A Bit More Bayesian: Domain-Invariant Learning with Uncertainty Zehao Xiao Jiayi Shen Xiantong Zhen Ling Shao Cees G. M. Snoek BDL UQCV OOD 35 39 0 09 May 2021
Analysis and Mitigations of Reverse Engineering Attacks on Local Feature Descriptors Deeksha Dangwal Vincent T. Lee Hyo Jin Kim Tianwei Shen M. Cowan ... Brandon Reagen Tim Sherwood Vasileios Balntas Armin Alaghi Eddy Ilg AAML 16 15 0 09 May 2021
Topological Uncertainty: Monitoring trained neural networks through persistence of activation graphs Théo Lacombe Yuichi Ike Mathieu Carrière Frédéric Chazal Marc Glisse Yuhei Umeda 29 21 0 07 May 2021
Digital Voodoo Dolls Marija Slavkovik Clemens Stachl Caroline Pitman Jon Askonas 19 4 0 06 May 2021
Physical world assistive signals for deep neural network classifiers -- neither defense nor attack Camilo Pestana Wei Liu D. Glance R. Owens Ajmal Mian AAML 19 0 0 03 May 2021
Adversarial Example Detection for DNN Models: A Review and Experimental Comparison Ahmed Aldahdooh W. Hamidouche Sid Ahmed Fezza Olivier Déforges AAML 30 122 0 01 May 2021
Generative Art Using Neural Visual Grammars and Dual Encoders Chrisantha Fernando S. M. Ali Eslami Jean-Baptiste Alayrac Piotr Wojciech Mirowski Dylan Banarse Simon Osindero GAN AI4CE 53 12 0 01 May 2021
IPatch: A Remote Adversarial Patch Yisroel Mirsky AAML 22 12 0 30 Apr 2021
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety Sebastian Houben Stephanie Abrecht Maram Akila Andreas Bär Felix Brockherde ... Serin Varghese Michael Weber Sebastian J. Wirkert Tim Wirtz Matthias Woehrle AAML 13 58 0 29 Apr 2021
Unsupervised Learning of Multi-level Structures for Anomaly Detection Songmin Dai Jide Li Lu Wang Congcong Zhu Yifan Wu Xiaoqiang Li 23 0 0 25 Apr 2021
Evaluating Deception Detection Model Robustness To Linguistic Variation M. Glenski Ellyn Ayton Robin Cosbey Dustin L. Arendt Svitlana Volkova AAML 19 0 0 23 Apr 2021
Neuro-inspired edge feature fusion using Choquet integrals C. Marco-Detchart Giancarlo Lucca C. López-Molina L. D. Miguel G. Dimuro H. Bustince 30 27 0 22 Apr 2021
See through Gradients: Image Batch Recovery via GradInversion Hongxu Yin Arun Mallya Arash Vahdat J. Álvarez Jan Kautz Pavlo Molchanov FedML 25 464 0 15 Apr 2021
Enhancing Deep Neural Network Saliency Visualizations with Gradual Extrapolation Tomasz Szandała FAtt 24 4 0 11 Apr 2021
Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions Abhijit Guha Roy Jie Jessie Ren Shekoofeh Azizi Aaron Loh Vivek Natarajan ... Yun-Hui Liu taylan. cemgil Alan Karthikesalingam Balaji Lakshminarayanan Jim Winkens 18 104 0 08 Apr 2021
Beyond Categorical Label Representations for Image Classification Boyuan Chen Yu Li Sunand Raghupathi Hod Lipson SSL 40 2 0 06 Apr 2021
Semantically Stealthy Adversarial Attacks against Segmentation Models Zhenhua Chen Chuhua Wang David J. Crandall AAML 32 10 0 05 Apr 2021
The Compact Support Neural Network Adrian Barbu Hongyu Mou 19 5 0 01 Apr 2021
Reliable Detection of Compressed and Encrypted Data Fabio De Gaspari Dorjan Hitaj Giulio Pagnotta Lorenzo De Carli L. Mancini 12 17 0 31 Mar 2021
Deep-RBF Networks for Anomaly Detection in Automotive Cyber-Physical Systems Matthew P. Burruss Shreyas Ramakrishna A. Dubey AAML 20 6 0 25 Mar 2021
ECINN: Efficient Counterfactuals from Invertible Neural Networks Frederik Hvilshoj Alexandros Iosifidis Ira Assent BDL 27 26 0 25 Mar 2021
MCTSteg: A Monte Carlo Tree Search-based Reinforcement Learning Framework for Universal Non-additive Steganography Xianbo Mo Shunquan Tan Bin Li Jiwu Huang 11 25 0 25 Mar 2021
Decision Theoretic Bootstrapping P. Tavallali Hamed Hamze Bajgiran Danial Esaid H. Owhadi 27 0 0 18 Mar 2021
Can Targeted Adversarial Examples Transfer When the Source and Target Models Have No Label Space Overlap? Nathan Inkawhich Kevin J. Liang Jingyang Zhang Huanrui Yang H. Li Yiran Chen AAML 27 5 0 17 Mar 2021
HDTest: Differential Fuzz Testing of Brain-Inspired Hyperdimensional Computing Dongning Ma Jianmin Guo Yu Jiang Xun Jiao AAML 30 25 0 15 Mar 2021
Attack as Defense: Characterizing Adversarial Examples using Robustness Zhe Zhao Guangke Chen Jingyi Wang Yiwei Yang Fu Song Jun Sun AAML 36 31 0 13 Mar 2021
Revisiting Model's Uncertainty and Confidences for Adversarial Example Detection Ahmed Aldahdooh W. Hamidouche Olivier Déforges AAML 21 28 0 09 Mar 2021
Contemplating real-world object classification Ali Borji OOD 24 9 0 08 Mar 2021
Packet-Level Adversarial Network Traffic Crafting using Sequence Generative Adversarial Networks Qiumei Cheng Shiying Zhou Yi Shen Dezhang Kong Chunming Wu GAN 30 19 0 08 Mar 2021
Categorical Foundations of Gradient-Based Learning Geoffrey S. H. Cruttwell Bruno Gavranović Neil Ghani Paul W. Wilson Fabio Zanasi FedML 28 70 0 02 Mar 2021