Partial success in closing the gap between human and machine vision

14 June 2021

Robert Geirhos

Kantharaju Narayanappa

Wieland Brendel

Papers citing "Partial success in closing the gap between human and machine vision"

50 / 131 papers shown

Title
Layerwise complexity-matched learning yields an improved model of cortical area V2 Nikhil Parthasarathy Olivier J. Hénaff Eero P. Simoncelli 27 1 0 18 Dec 2023
Reliability in Semantic Segmentation: Can We Use Synthetic Data? Thibaut Loiseau Tuan-Hung Vu Mickaël Chen Patrick Pérez Matthieu Cord UQCV 23 12 0 14 Dec 2023
Neither hype nor gloom do DNNs justice Gaurav Malhotra Christian Tsvetkov B. D. Evans 19 117 0 08 Dec 2023
Are Vision Transformers More Data Hungry Than Newborn Visual Systems? Lalit Pandey Samantha M. W. Wood Justin N. Wood 21 11 0 05 Dec 2023
DiG-IN: Diffusion Guidance for Investigating Networks -- Uncovering Classifier Differences Neuron Visualisations and Visual Counterfactual Explanations Maximilian Augustin Yannic Neuhaus Matthias Hein DiffM 19 3 0 29 Nov 2023
Visual cognition in multimodal large language models Luca M. Schulze Buschoff Elif Akata Matthias Bethge Eric Schulz LRM 49 12 0 27 Nov 2023
What Makes Pre-Trained Visual Representations Successful for Robust Manipulation? Kaylee Burns Zach Witzel Jubayer Ibn Hamid Tianhe Yu Chelsea Finn Karol Hausman OOD SSL 20 22 0 03 Nov 2023
Emergence of Shape Bias in Convolutional Neural Networks through Activation Sparsity Tianqin Li Ziqi Wen Yangfan Li Tai Sing Lee 16 10 0 29 Oct 2023
Enhancing the machine vision performance with multi-spectral light sources Feng Zhang Rui Bao Congqi Dai Wanlu Zhang Shu Liu R. Guo 12 0 0 20 Oct 2023
Getting aligned on representational alignment Ilia Sucholutsky Lukas Muttenthaler Adrian Weller Andi Peng Andreea Bobu ... Thomas Unterthiner Andrew Kyle Lampinen Klaus-Robert Muller M. Toneva Thomas L. Griffiths 56 73 0 18 Oct 2023
Does resistance to style-transfer equal Global Shape Bias? Measuring network sensitivity to global shape configuration Ziqi Wen Tianqin Li Zhi Jing Tai Sing Lee OOD 18 0 0 11 Oct 2023
Intriguing properties of generative classifiers P. Jaini Kevin Clark Robert Geirhos BDL 20 33 0 28 Sep 2023
Spatial-frequency channels, shape bias, and adversarial robustness Ajay Subramanian E. Sizikova N. Majaj D. Pelli AAML 21 22 0 22 Sep 2023
Diagnosing and exploiting the computational demands of videos games for deep reinforcement learning L. Govindarajan Rex G Liu Drew Linsley A. Ashok Max Reuter M. Frank Thomas Serre OffRL 8 0 0 22 Sep 2023
A Spectral Theory of Neural Prediction and Alignment Abdulkadir Canatar J. Feather Albert J. Wakhloo SueYeon Chung OOD 15 13 0 22 Sep 2023
Don't Look into the Sun: Adversarial Solarization Attacks on Image Classifiers Paul Gavrikov J. Keuper AAML 18 0 0 24 Aug 2023
Classification of the lunar surface pattern by AI architectures: Does AI see a rabbit in the Moon? D. Shoji CVBM 8 0 0 22 Aug 2023
Scaling may be all you need for achieving human-level object recognition capacity with human-like visual experience Emin Orhan 16 3 0 07 Aug 2023
VisAlign: Dataset for Measuring the Degree of Alignment between AI and Humans in Visual Perception Jiyoung Lee Seung Wook Kim Seunghyun Won Joonseok Lee Marzyeh Ghassemi James Thorne Jaeseok Choi O.-Kil Kwon E. Choi 18 1 0 03 Aug 2023
COCO-O: A Benchmark for Object Detectors under Natural Distribution Shifts Xiaofeng Mao YueFeng Chen Yao Zhu Da Chen Hang Su Rong Zhang H. Xue ObjD OOD 21 18 0 24 Jul 2023
Patch n' Pack: NaViT, a Vision Transformer for any Aspect Ratio and Resolution Mostafa Dehghani Basil Mustafa Josip Djolonga Jonathan Heek Matthias Minderer ... Avital Oliver Piotr Padlewski A. Gritsenko Mario Luvcić N. Houlsby ViT 18 102 0 12 Jul 2023
Scale Alone Does not Improve Mechanistic Interpretability in Vision Models Roland S. Zimmermann Thomas Klein Wieland Brendel 20 13 0 11 Jul 2023
Decomposing the Generalization Gap in Imitation Learning for Visual Robotic Manipulation Annie Xie Lisa Lee Ted Xiao Chelsea Finn 21 54 0 07 Jul 2023
Computing a human-like reaction time metric from stable recurrent vision models L. Goetschalckx L. Govindarajan A. Ashok A. Ahuja David L. Sheinberg Thomas Serre 16 7 0 20 Jun 2023
Modularity Trumps Invariance for Compositional Robustness I. Mason Anirban Sarkar Tomotake Sasaki Xavier Boix OOD 11 1 0 15 Jun 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 37 29 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 22 18 0 06 Jun 2023
Adversarial alignment: Breaking the trade-off between the strength of an attack and its relevance to human perception Drew Linsley Pinyuan Feng Thibaut Boissin A. Ashok Thomas Fel Stephanie Olaiya Thomas Serre AAML 20 6 0 05 Jun 2023
Are Deep Neural Networks Adequate Behavioural Models of Human Visual Perception? Felix Wichmann Robert Geirhos 25 25 0 26 May 2023
Learning high-level visual representations from a child's perspective without strong inductive biases A. Orhan Brenden Lake SSL 16 18 0 24 May 2023
Seeing is not always believing: Benchmarking Human and Model Perception of AI-Generated Images Zeyu Lu Di Huang Lei Bai Jingjing Qu Chengzhi Wu Xihui Liu Wanli Ouyang 6 51 0 25 Apr 2023
Benchmarking Low-Shot Robustness to Natural Distribution Shifts Aaditya K. Singh Kartik Sarangmath Prithvijit Chattopadhyay Judy Hoffman OOD 34 1 0 21 Apr 2023
On the Perception of Difficulty: Differences between Humans and AI Philipp Spitzer Joshua Holstein Michael Vossing Niklas Kühl 6 0 0 19 Apr 2023
Wavelets Beat Monkeys at Adversarial Robustness Jingtong Su Julia Kempe AAML OOD 14 2 0 19 Apr 2023
From Isolated Islands to Pangea: Unifying Semantic Space for Human Action Understanding Yong-Lu Li Xiaoqian Wu Xinpeng Liu Zehao Wang Yiming Dou ... Junyi Zhang Yixing Li Jingru Tan Xudong Lu Cewu Lu 25 17 0 02 Apr 2023
An Extended Study of Human-like Behavior under Adversarial Training Paul Gavrikov J. Keuper M. Keuper AAML 21 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
Human-AI Collaboration: The Effect of AI Delegation on Human Task Performance and Task Satisfaction Patrick Hemmer Monika Westphal Max Schemmer S. Vetter Michael Vossing G. Satzger 34 42 0 16 Mar 2023
PixMIM: Rethinking Pixel Reconstruction in Masked Image Modeling Yuan Liu Songyang Zhang Jiacheng Chen Kai-xiang Chen Dahua Lin 67 27 0 04 Mar 2023
Scaling Vision Transformers to 22 Billion Parameters Mostafa Dehghani Josip Djolonga Basil Mustafa Piotr Padlewski Jonathan Heek ... Mario Luvcić Xiaohua Zhai Daniel Keysers Jeremiah Harmsen N. Houlsby MLLM 61 569 0 10 Feb 2023
Model Monitoring and Robustness of In-Use Machine Learning Models: Quantifying Data Distribution Shifts Using Population Stability Index A. Khademi M. Hopka Devesh Upadhyay OOD 17 3 0 01 Feb 2023
Connecting metrics for shape-texture knowledge in computer vision Tiago Gaspar Oliveira Tiago Marques Arlindo L. Oliveira 19 0 0 25 Jan 2023
3D Shape Perception Integrates Intuitive Physics and Analysis-by-Synthesis Ilker Yildirim Max H. Siegel Amir Arsalan Soltani Shraman Ray Chaudhari J. Tenenbaum 3DV 14 3 0 09 Jan 2023
A novel feature-scrambling approach reveals the capacity of convolutional neural networks to learn spatial relations A. Farahat Felix Effenberger M. Vinck 11 5 0 12 Dec 2022
BiasBed -- Rigorous Texture Bias Evaluation Nikolai Kalischek Rodrigo Caye Daudt T. Peters Reinhard Furrer Jan Dirk Wegner Konrad Schindler 19 2 0 23 Nov 2022
Robustifying Deep Vision Models Through Shape Sensitization Aditay Tripathi Rishu Singh Anirban Chakraborty Pradeep Shenoy AAML MDE 11 0 0 14 Nov 2022
Harmonizing the object recognition strategies of deep neural networks with humans Thomas Fel Ivan Felipe Drew Linsley Thomas Serre 23 71 0 08 Nov 2022
MogaNet: Multi-order Gated Aggregation Network Siyuan Li Zedong Wang Zicheng Liu Cheng Tan Haitao Lin Di Wu Zhiyuan Chen Jiangbin Zheng Stan Z. Li 21 55 0 07 Nov 2022
Delving into Masked Autoencoders for Multi-Label Thorax Disease Classification Junfei Xiao Yutong Bai Alan Yuille Zongwei Zhou MedIm ViT 30 59 0 23 Oct 2022
Palm up: Playing in the Latent Manifold for Unsupervised Pretraining Hao Liu Tom Zahavy Volodymyr Mnih Satinder Singh SSL 23 7 0 19 Oct 2022