A Study and Comparison of Human and Deep Learning Recognition Performance Under Visual Distortions

6 May 2017

Papers citing "A Study and Comparison of Human and Deep Learning Recognition Performance Under Visual Distortions"

50 / 65 papers shown

Title
Disruptive Transformation of Artworks in Master-Disciple Relationships: The Case of Ukiyo-e Artworks Honna Shinichi Akira Matsui 34 0 0 13 May 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 105 20 0 17 Jan 2025
MomentumSMoE: Integrating Momentum into Sparse Mixture of Experts R. Teo Tan M. Nguyen MoE 40 3 0 18 Oct 2024
Classification-Denoising Networks Louis Thiry Florentin Guth 36 0 0 04 Oct 2024
Perceptual Piercing: Human Visual Cue-based Object Detection in Low Visibility Conditions Ashutosh Kumar 35 0 0 02 Oct 2024
Towards Robust Training Datasets for Machine Learning with Ontologies: A Case Study for Emergency Road Vehicle Detection Lynn Vonderhaar Timothy Elvira T. Procko Omar Ochoa 44 0 0 21 Jun 2024
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
Seeking Next Layer Neurons' Attention for Error-Backpropagation-Like Training in a Multi-Agent Network Framework Arshia Soltani Moakhar Mohammad Azizmalayeri Hossein Mirzaei M. T. Manzuri M. Rohban 36 2 0 15 Oct 2023
Training on Foveated Images Improves Robustness to Adversarial Attacks Muhammad Ahmed Shah Bhiksha Raj AAML 38 4 0 01 Aug 2023
Residual Feature Pyramid Network for Enhancement of Vascular Patterns Ketan Kotwal S´ebastien Marcel 27 4 0 29 Jun 2023
Group-based Robustness: A General Framework for Customized Robustness in the Real World Weiran Lin Keane Lucas Neo Eyal Lujo Bauer Michael K. Reiter Mahmood Sharif OOD AAML 44 1 0 29 Jun 2023
Noise robust neural network architecture Yunuo Xiong Hongwei Xiong 27 1 0 16 May 2023
Self-attention in Vision Transformers Performs Perceptual Grouping, Not Attention Paria Mehrani John K. Tsotsos 25 24 0 02 Mar 2023
Data Models for Dataset Drift Controls in Machine Learning With Optical Images Luis Oala Marco Aversa Gabriel Nobis Kurt Willis Yoan Neuenschwander ... E. Pomarico Wojciech Samek Roderick Murray-Smith Christoph Clausen B. Sanguinetti 36 5 0 04 Nov 2022
Reconstruction-guided attention improves the robustness and shape processing of neural networks Seoyoung Ahn Hossein Adeli G. Zelinsky DiffM AAML 33 1 0 27 Sep 2022
Enhancing Diffusion-Based Image Synthesis with Robust Classifier Guidance Bahjat Kawar Roy Ganz Michael Elad DiffM 29 38 0 18 Aug 2022
Does lossy image compression affect racial bias within face recognition? Seyma Yucer Matt Poyser Noura Al Moubayed T. Breckon CVBM 40 4 0 16 Aug 2022
Test-time Batch Normalization Tao Yang Shenglong Zhou Yuwang Wang Yan Lu Nanning Zheng OOD 57 9 0 20 May 2022
A Survey on Infrared Image and Video Sets Kevser Irem Danaci Erdem Akagündüz 41 18 0 16 Mar 2022
3D Common Corruptions and Data Augmentation Oğuzhan Fatih Kar Teresa Yeo Andrei Atanov Amir Zamir 3DPC 53 107 0 02 Mar 2022
Benchmarking Robustness of Deep Learning Classifiers Using Two-Factor Perturbation Wei Dai Daniel Berleant VLM AAML 27 8 0 02 Mar 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 28 110 0 16 Feb 2022
What can we learn from misclassified ImageNet images? Shixian Wen A. Rios Kiran Lekkala Laurent Itti 30 7 0 20 Jan 2022
DeepAdversaries: Examining the Robustness of Deep Learning Models for Galaxy Morphology Classification A. Ćiprijanović Diana Kafkes Gregory F. Snyder F. Sánchez G. Perdue K. Pedro Brian D. Nord Sandeep Madireddy Stefan M. Wild AAML 42 15 0 28 Dec 2021
Wiggling Weights to Improve the Robustness of Classifiers Sadaf Gulshad Ivan Sosnovik A. Smeulders OOD 30 0 0 18 Nov 2021
Inverse Problems Leveraging Pre-trained Contrastive Representations Sriram Ravula Georgios Smyrnis Matt Jordan A. Dimakis SSL 42 9 0 14 Oct 2021
Use of Deterministic Transforms to Design Weight Matrices of a Neural Network Pol Grau Jurado Xinyue Liang Alireza M. Javid S. Chatterjee 26 0 0 06 Oct 2021
Anti-aliasing Deep Image Classifiers using Novel Depth Adaptive Blurring and Activation Function Md Tahmid Hossain S. Teng Ferdous Sohel Guojun Lu 54 13 0 03 Oct 2021
Built-in Elastic Transformations for Improved Robustness Sadaf Gulshad Ivan Sosnovik A. Smeulders AAML 22 1 0 20 Jul 2021
Partial success in closing the gap between human and machine vision Robert Geirhos Kantharaju Narayanappa Benjamin Mitzkus Tizian Thieringer Matthias Bethge Felix Wichmann Wieland Brendel VLM AAML 53 222 0 14 Jun 2021
If your data distribution shifts, use self-learning E. Rusak Steffen Schneider George Pachitariu L. Eck Peter V. Gehler Oliver Bringmann Wieland Brendel Matthias Bethge VLM OOD TTA 81 30 0 27 Apr 2021
Robustness Evaluation of Stacked Generative Adversarial Networks using Metamorphic Testing Hyejin Park Taaha Waseem Wen Qi Teo Y. H. Low Mei Kuan Lim Chun Yong Chong EGVM 19 5 0 04 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 203 27,929 0 26 Feb 2021
Improving Robustness of Learning-based Autonomous Steering Using Adversarial Images Yu-cui Shen L. Zheng Manli Shu Weizi Li Tom Goldstein Ming Lin AAML 39 6 0 26 Feb 2021
On Interaction Between Augmentations and Corruptions in Natural Corruption Robustness Eric Mintun A. Kirillov Saining Xie 20 90 0 22 Feb 2021
HaS-Nets: A Heal and Select Mechanism to Defend DNNs Against Backdoor Attacks for Data Collection Scenarios Hassan Ali Surya Nepal S. Kanhere S. Jha AAML 27 12 0 14 Dec 2020
An Adaptive Memory Multi-Batch L-BFGS Algorithm for Neural Network Training Federico Zocco Seán F. McLoone ODL 26 4 0 14 Dec 2020
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 106 1,386 0 14 Dec 2020
Truly shift-invariant convolutional neural networks Anadi Chaman Ivan Dokmanić 23 68 0 28 Nov 2020
A ReLU Dense Layer to Improve the Performance of Neural Networks Alireza M. Javid Sandipan Das Mikael Skoglund S. Chatterjee 26 32 0 22 Oct 2020
Learning Loss for Test-Time Augmentation Ildoo Kim Younghoon Kim Sungwoong Kim OOD 26 91 0 22 Oct 2020
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification Oren Nuriel Sagie Benaim Lior Wolf 30 88 0 09 Oct 2020
TRIER: Template-Guided Neural Networks for Robust and Interpretable Sleep Stage Identification from EEG Recordings Taeheon Lee Jeonghwan Hwang Honggu Lee 35 7 0 10 Sep 2020
Robust Image Classification Using A Low-Pass Activation Function and DCT Augmentation Md Tahmid Hossain S. Teng Ferdous Sohel Guojun Lu 23 10 0 18 Jul 2020
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 27 3 0 13 Jul 2020
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization Dan Hendrycks Steven Basart Norman Mu Saurav Kadavath Frank Wang ... Samyak Parajuli Mike Guo D. Song Jacob Steinhardt Justin Gilmer OOD 133 1,685 0 29 Jun 2020
Calibrated neighborhood aware confidence measure for deep metric learning Maryna Karpusha Sunghee Yun István Fehérvári UQCV FedML 27 2 0 08 Jun 2020
A Committee of Convolutional Neural Networks for Image Classication in the Concurrent Presence of Feature and Label Noise Stanislaw Ka'zmierczak Jacek Mańdziuk 6 1 0 19 Apr 2020
Towards Robust Classification with Image Quality Assessment Yeli Feng Yiyu Cai 19 0 0 14 Apr 2020
Anomaly Detection in Video Data Based on Probabilistic Latent Space Models Giulia Slavic Damian Campo Mohamad Baydoun P. Marín David Martín L. Marcenaro C. Regazzoni DRL 27 13 0 17 Mar 2020