Generalisation in humans and deep neural networks

27 August 2018

Robert Geirhos

Carlos R. Medina Temme

Papers citing "Generalisation in humans and deep neural networks"

50 / 122 papers shown

Title
On-demand Test-time Adaptation for Edge Devices Xiao Ma Young D. Kwon Dong-Lai Ma TTA 57 0 0 02 May 2025
Minimum Description Length of a Spectrum Variational Autoencoder: A Theory Canlin Zhang Xiuwen Liu 47 0 0 01 Apr 2025
Testing the limits of fine-tuning to improve reasoning in vision language models Luca M. Schulze Buschoff Konstantinos Voudouris Elif Akata Matthias Bethge Joshua B. Tenenbaum Eric Schulz LRM VLM Presented at ResearchTrend Connect \| VLM on 14 Mar 2025 126 0 1 24 Feb 2025
Bayesian Comparisons Between Representations Heiko H. Schütt FAtt 259 0 0 20 Feb 2025
Dimensions underlying the representational alignment of deep neural networks with humans F. Mahner Lukas Muttenthaler Umut Güçlü M. Hebart 48 5 0 28 Jan 2025
Measuring Error Alignment for Decision-Making Systems Binxia Xu Antonis Bikakis Daniel Onah A. Vlachidis Luke Dickens 41 0 0 03 Jan 2025
OODFace: Benchmarking Robustness of Face Recognition under Common Corruptions and Appearance Variations Caixin Kang Yubo Chen Shouwei Ruan Shiji Zhao Ruochen Zhang Jiayi Wang Shan Fu Xingxing Wei CVBM 79 0 0 03 Dec 2024
Low Saturation Confidence Distribution-based Test-Time Adaptation for Cross-Domain Remote Sensing Image Classification Yu Liang Shilei Cao Juepeng Zheng Jianxi Huang Haohuan Fu Haohuan Fu TTA 46 0 0 29 Aug 2024
Confidence-weighted integration of human and machine judgments for superior decision-making Felipe Yánez Xiaoliang Luo Omar Valerio Minero Bradley C. Love 35 2 0 15 Aug 2024
SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge Hao Ding Tuxun Lu Yuqian Zhang Ruixing Liang Hongchao Shu ... Bo Wang Marcos Fernández-Rodríguez Estevao Lima João L. Vilaça Mathias Unberath 63 4 0 16 Jul 2024
Improving robustness to corruptions with multiplicative weight perturbations Trung Trinh Markus Heinonen Luigi Acerbi Samuel Kaski 46 0 0 24 Jun 2024
Feature contamination: Neural networks learn uncorrelated features and fail to generalize Tianren Zhang Chujie Zhao Guanyu Chen Yizhou Jiang Feng Chen OOD MLT OODD 77 3 0 05 Jun 2024
Probing Human Visual Robustness with Neurally-Guided Deep Neural Networks Zhenan Shao Linjian Ma Yiqing Zhou Yibo Jacky Zhang Sanmi Koyejo Bo Li Diane M. Beck AAML 53 3 0 04 May 2024
Trapped in texture bias? A large scale comparison of deep instance segmentation J. Theodoridis Jessica Hofmann J. Maucher A. Schilling SSeg 34 5 0 17 Jan 2024
Test-Time Domain Adaptation by Learning Domain-Aware Batch Normalization Yanan Wu Zhixiang Chi Yang Wang Konstantinos N. Plataniotis Songhe Feng OOD 21 18 0 15 Dec 2023
k* Distribution: Evaluating the Latent Space of Deep Neural Networks using Local Neighborhood Analysis Shashank Kotyan Tatsuya Ueda Danilo Vasconcellos Vargas 32 1 0 07 Dec 2023
Enhancing the machine vision performance with multi-spectral light sources Feng Zhang Rui Bao Congqi Dai Wanlu Zhang Shu Liu R. Guo 15 0 0 20 Oct 2023
Post-Deployment Adaptation with Access to Source Data via Federated Learning and Source-Target Remote Gradient Alignment Felix Wagner Zeju Li Pramit Saha Konstantinos Kamnitsas MedIm 10 4 0 31 Aug 2023
Training on Foveated Images Improves Robustness to Adversarial Attacks Muhammad Ahmed Shah Bhiksha Raj AAML 38 4 0 01 Aug 2023
Improving neural network representations using human similarity judgments Lukas Muttenthaler Lorenz Linhardt Jonas Dippel Robert A. Vandermeulen Katherine L. Hermann Andrew Kyle Lampinen Simon Kornblith 50 31 0 07 Jun 2023
Performance-optimized deep neural networks are evolving into worse models of inferotemporal visual cortex Drew Linsley I. F. Rodriguez Thomas Fel Michael Arcaro Saloni Sharma Margaret Livingstone Thomas Serre 35 19 0 06 Jun 2023
Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models Shuo Chen Jindong Gu Zhen Han Yunpu Ma Philip Torr Volker Tresp VPVLM VLM 45 17 0 03 Jun 2023
Investigating the Effects of Fairness Interventions Using Pointwise Representational Similarity Camila Kolling Till Speicher Vedant Nanda Mariya Toneva Krishna P. Gummadi 30 1 0 30 May 2023
Are Deep Neural Networks Adequate Behavioural Models of Human Visual Perception? Felix Wichmann Robert Geirhos 34 25 0 26 May 2023
ColMix -- A Simple Data Augmentation Framework to Improve Object Detector Performance and Robustness in Aerial Images Cuong Ly Grayson Jorgenson D. R. D. Jesus Henry Kvinge A. Attarian Y. Watkins 19 1 0 22 May 2023
Exploiting Frequency Spectrum of Adversarial Images for General Robustness Chun Yang Tan K. Kawamoto Hiroshi Kera AAML OOD 34 1 0 15 May 2023
Fusion for Visual-Infrared Person ReID in Real-World Surveillance Using Corrupted Multimodal Data Arthur Josi Mahdi Alehdaghi Rafael M. O. Cruz Eric Granger 24 2 0 29 Apr 2023
Meta-Auxiliary Learning for Adaptive Human Pose Prediction Qiongjie Cui Huaijiang Sun Jianfeng Lu Bin Li Weiqing Li 3DH OOD 39 5 0 13 Apr 2023
An Extended Study of Human-like Behavior under Adversarial Training Paul Gavrikov J. Keuper M. Keuper AAML 34 9 0 22 Mar 2023
A model is worth tens of thousands of examples Thomas Dagès Laurent D. Cohen A. Bruckstein 8 2 0 19 Mar 2023
Spawrious: A Benchmark for Fine Control of Spurious Correlation Biases Aengus Lynch G. Dovonon Jean Kaddour Ricardo M. A. Silva 205 30 0 09 Mar 2023
Fine-Grained ImageNet Classification in the Wild Maria Lymperaiou Konstantinos Thomas Giorgos Stamou VLM 36 1 0 04 Mar 2023
Revisiting Variable Ordering for Real Quantifier Elimination using Machine Learning John Hester Briland Hitaj Grant Passmore S. Owre N. Shankar Eric Yeh 22 1 0 27 Feb 2023
Spatial Bias for Attention-free Non-local Neural Networks Junhyung Go Jongbin Ryu SSL 27 10 0 24 Feb 2023
Stochastic Surprisal: An inferential measurement of Free Energy in Neural Networks Mohit Prabhushankar Ghassan Al-Regib 23 3 0 11 Feb 2023
Benchmarking Robustness to Adversarial Image Obfuscations Florian Stimberg Ayan Chakrabarti Chun-Ta Lu Hussein Hazimeh Otilia Stretcu ... Merve Kaya Cyrus Rashtchian Ariel Fuxman Mehmet Tek Sven Gowal AAML 37 10 0 30 Jan 2023
Diverse, Difficult, and Odd Instances (D2O): A New Test Set for Object Classification Ali Borji VLM 37 0 0 29 Jan 2023
Language Cognition and Language Computation -- Human and Machine Language Understanding Shaonan Wang Nai Ding Nan Lin Jiajun Zhang Chengqing Zong 30 2 0 12 Jan 2023
Deep Learning Architectures for FSCV, a Comparison Thomas Twomey Leonardo S. Barbosa T. Lohrenz P. R. Montague 21 1 0 05 Dec 2022
Perceptual Video Coding for Machines via Satisfied Machine Ratio Modeling Qi Zhang Shanshe Wang Xinfeng Zhang Chuanmin Jia Jingshan Pan Siwei Ma Wen Gao 29 3 0 13 Nov 2022
Benchmarking performance of object detection under image distortions in an uncontrolled environment Ayman Beghdadi Malik Mallem Lotfi Beji 36 5 0 28 Oct 2022
Robust Self-Supervised Learning with Lie Groups Mark Ibrahim Diane Bouchacourt Ari S. Morcos SSL OOD 42 6 0 24 Oct 2022
Functional Indirection Neural Estimator for Better Out-of-distribution Generalization K. Pham Hung Le Man Ngo T. Tran OODD 33 1 0 23 Oct 2022
Similarity of Neural Architectures using Adversarial Attack Transferability Jaehui Hwang Dongyoon Han Byeongho Heo Song Park Sanghyuk Chun Jong-Seok Lee AAML 37 1 0 20 Oct 2022
ViewFool: Evaluating the Robustness of Visual Recognition to Adversarial Viewpoints Yinpeng Dong Shouwei Ruan Hang Su Cai Kang Xingxing Wei Junyi Zhu AAML 32 49 0 08 Oct 2022
Fairness and robustness in anti-causal prediction Maggie Makar Alexander DÁmour OOD 36 10 0 20 Sep 2022
Test-Time Training with Masked Autoencoders Yossi Gandelsman Yu Sun Xinlei Chen Alexei A. Efros OOD 45 165 0 15 Sep 2022
Guiding Machine Perception with Psychophysics Justin Dulay Sonia Poltoratski Till S. Hartmann Samuel E. Anthony Walter J. Scheirer 37 3 0 05 Jul 2022
Guiding Visual Attention in Deep Convolutional Neural Networks Based on Human Eye Movements Leonard E. van Dyck Sebastian J. Denzler W. Gruber 22 9 0 21 Jun 2022
SATBench: Benchmarking the speed-accuracy tradeoff in object recognition by humans and dynamic neural networks Ajay Subramanian Sara A. Price Omkar Kumbhar E. Sizikova N. Majaj D. Pelli 30 1 0 16 Jun 2022