25 years of CNNs: Can we compare to human abstraction capabilities?

28 July 2016

Papers citing "25 years of CNNs: Can we compare to human abstraction capabilities?"

25 / 25 papers shown

Title
Convolutional Neural Networks Can (Meta-)Learn the Same-Different Relation Max Gupta Sunayana Rane R. Thomas McCoy Thomas L. Griffiths DRL SSL OOD 857 0 0 29 Mar 2025
Deep Neural Networks Can Learn Generalizable Same-Different Visual Relations Alexa R. Tartaglini Sheridan Feucht Michael A. Lepori Wai Keen Vong Charles Lovering Brenden M. Lake Ellie Pavlick OOD ViT 165 4 0 14 Oct 2023
Abutting Grating Illusion: Cognitive Challenge to Neural Network ModelsSocial Science Research Network (SSRN), 2022 Jinyu Fan Yi Zeng AAML 104 1 0 08 Aug 2022
GAMR: A Guided Attention Model for (visual) ReasoningInternational Conference on Learning Representations (ICLR), 2022 Mohit Vaishnav Thomas Serre LRM 204 16 0 10 Jun 2022
A Review of Emerging Research Directions in Abstract Visual ReasoningInformation Fusion (Inf. Fusion), 2022 Mikolaj Malkiñski Jacek Mańdziuk 195 45 0 21 Feb 2022
Recurrent Vision Transformer for Solving Visual Reasoning ProblemsInternational Conference on Image Analysis and Processing (ICIAP), 2021 Nicola Messina Giuseppe Amato F. Carrara Claudio Gennaro Fabrizio Falchi ViT LRM 103 11 0 29 Nov 2021
Using Program Synthesis and Inductive Logic Programming to solve Bongard Problems Atharv Sonwane Sharad Chitlangia T. Dash Lovekesh Vig Gautam M. Shroff Harshvardhan Mestha 94 6 0 19 Oct 2021
Understanding the computational demands underlying visual reasoningNeural Computation (Neural Comput.), 2021 Mohit Vaishnav Rémi Cadène A. Alamia Drew Linsley Rufin VanRullen Thomas Serre GNN CoGe 223 17 0 08 Aug 2021
Arguments for the Unsuitability of Convolutional Neural Networks for Non--Local TasksNeural Networks (NN), 2021 Sebastian Stabinger David Peer A. Rodríguez-Sánchez 74 10 0 23 Feb 2021
Solving the Same-Different Task with Convolutional Neural NetworksPattern Recognition Letters (PR), 2021 Nicola Messina Giuseppe Amato F. Carrara Claudio Gennaro Fabrizio Falchi AIMat OOD SSL UQCV 151 18 0 22 Jan 2021
Seeing eye-to-eye? A comparison of object recognition performance in humans and deep convolutional neural networks under image manipulation Leonard E. van Dyck W. Gruber 147 4 0 13 Jul 2020
Do Saliency Models Detect Odd-One-Out Targets? New Datasets and Evaluations Iuliia Kotseruba C. Wloka Amir Rasouli John K. Tsotsos 143 22 0 13 May 2020
Five Points to Check when Comparing Visual Perception in Humans and Machines Christina M. Funke Judy Borowski Karolina Stosio Wieland Brendel Thomas S. A. Wallis Matthias Bethge 144 34 0 20 Apr 2020
Evaluating the Progress of Deep Learning for Visual Relational ConceptsJournal of Vision (J Vis), 2020 Sebastian Stabinger Peer David J. Piater A. Rodríguez-Sánchez 236 20 0 29 Jan 2020
Program synthesis performance constrained by non-linear spatial relations in Synthetic Visual Reasoning Test Lu Yihe S. Lowe P. Lewis M. C. W. Rossum NAI 121 5 0 18 Nov 2019
Toward automatic comparison of visualization techniques: Application to graph visualizationVisual Informatics (VI), 2019 L. Giovannangeli Romain Bourqui R. Giot D. Auber GNN 216 26 0 21 Oct 2019
Few-Shot Abstract Visual Reasoning With Spectral Features Tanner A. Bohn Yining Hu Charles X. Ling VLM 87 3 0 04 Oct 2019
V-PROM: A Benchmark for Visual Reasoning Using Visual Progressive MatricesAAAI Conference on Artificial Intelligence (AAAI), 2019 Damien Teney Peng Wang Jiewei Cao Lingqiao Liu Chunhua Shen Anton Van Den Hengel 121 35 0 29 Jul 2019
Recognizing Manipulation Actions from State-TransformationsComputer Vision and Pattern Recognition (CVPR), 2019 N. A. Bakr James L. Crowley Rémi Ronfard 79 14 0 12 Jun 2019
Evaluating CNNs on the Gestalt Principle of Closure Gregor Ehrensperger Sebastian Stabinger A. Rodríguez-Sánchez 71 7 0 30 Mar 2019
Object Level Visual Reasoning in Videos Fabien Baradel Natalia Neverova Christian Wolf J. Mille Greg Mori 276 168 0 16 Jun 2018
Same-different problems strain convolutional neural networks Matthew Ricci Junkyung Kim Thomas Serre OOD 237 17 0 09 Feb 2018
Can the early human visual system compete with Deep Neural Networks? Samuel F. Dodge Lina Karam 142 16 0 12 Oct 2017
Evaluation of Deep Learning on an Abstract Image Classification Dataset Sebastian Stabinger A. Rodríguez-Sánchez 3DH SSeg 87 11 0 25 Aug 2017
A Study and Comparison of Human and Deep Learning Recognition Performance Under Visual Distortions Samuel F. Dodge Lina Karam 3DH 166 441 0 06 May 2017