Examining the Impact of Blur on Recognition by Convolutional Networks

17 November 2016

Igor Vasiljevic

Papers citing "Examining the Impact of Blur on Recognition by Convolutional Networks"

42 / 42 papers shown

Title
Examining the Impact of Optical Aberrations to Image Classification and Object Detection Models Patrick Müller Alexander Braun M. Keuper 59 0 0 25 Apr 2025
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
Retrieval Robust to Object Motion Blur Rong Zou Marc Pollefeys D. Rozumnyi 41 0 0 27 Apr 2024
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
Patch-wise Features for Blur Image Classification Sri Charan Kattamuru Kshitij Agrawal S. Adhikari Abhishek Bose Hemant Misra 34 1 0 06 Apr 2023
Schrödinger's Camera: First Steps Towards a Quantum-Based Privacy Preserving Camera Hannah Kirkland S. Koppal 29 1 0 13 Mar 2023
Stochastic Surprisal: An inferential measurement of Free Energy in Neural Networks Mohit Prabhushankar Ghassan Al-Regib 23 3 0 11 Feb 2023
Blur Invariants for Image Recognition J. Flusser Matej Lébl Matteo Pedone F. Šroubek J. Kostková 16 10 0 18 Jan 2023
Deep Learning based Computer Vision Methods for Complex Traffic Environments Perception: A Review Talha Azfar Jinlong Li Hongkai Yu R. Cheu Yisheng Lv Ruimin Ke 40 21 0 09 Nov 2022
NBD-GAP: Non-Blind Image Deblurring Without Clean Target Images Nithin Gopalakrishnan Nair R. Yasarla Vishal M. Patel 28 1 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
Augraphy: A Data Augmentation Library for Document Images Alexander Groleau Kok Wei Chee Stefan Larson Samay Maini Jonathan Boarman 43 10 0 30 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
Improving Diversity with Adversarially Learned Transformations for Domain Generalization Tejas Gokhale Rushil Anirudh Jayaraman J. Thiagarajan B. Kailkhura Chitta Baral Yezhou Yang 27 28 0 15 Jun 2022
Benchmarking Robustness of Deep Learning Classifiers Using Two-Factor Perturbation Wei Dai Daniel Berleant VLM AAML 27 8 0 02 Mar 2022
Debiased-CAM to mitigate systematic error with faithful visual explanations of machine learning Wencan Zhang Mariella Dimiccoli Brian Y. Lim FAtt 30 1 0 30 Jan 2022
Certifying Model Accuracy under Distribution Shifts Aounon Kumar Alexander Levine Tom Goldstein S. Feizi OOD 27 7 0 28 Jan 2022
Robust Semantic Segmentation with Superpixel-Mix Gianni Franchi Nacim Belkhir Mai Lan Ha Yufei Hu Andrei Bursuc V. Blanz Angela Yao UQCV 38 22 0 02 Aug 2021
When Human Pose Estimation Meets Robustness: Adversarial Algorithms and Benchmarks Jiahang Wang Sheng Jin Wentao Liu Weizhong Liu Chao Qian Ping Luo AAML 11 56 0 13 May 2021
Joint Face Image Restoration and Frontalization for Recognition X. Tu Jian-jun Zhao Qiankun Liu W. Ai G. Guo Zhifeng Li Wei Liu Jiashi Feng CVBM 24 54 0 12 May 2021
Contrastive Reasoning in Neural Networks Mohit Prabhushankar Ghassan AlRegib 19 10 0 23 Mar 2021
A Study of Face Obfuscation in ImageNet Kaiyu Yang Jacqueline Yau Li Fei-Fei Jia Deng Olga Russakovsky PICV CVBM 34 144 0 10 Mar 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
Debiased-CAM to mitigate image perturbations with faithful visual explanations of machine learning Wencan Zhang Mariella Dimiccoli Brian Y. Lim FAtt 34 18 0 10 Dec 2020
A Self-Supervised Feature Map Augmentation (FMA) Loss and Combined Augmentations Finetuning to Efficiently Improve the Robustness of CNNs Nikhil Kapoor C. Yuan Jonas Löhdefink Roland S. Zimmermann Serin Varghese Fabian Hüger Nico M. Schmidt Peter Schlicht Tim Fingscheidt AAML 27 4 0 02 Dec 2020
Improved Handling of Motion Blur in Online Object Detection Mohamed Sayed Gabriel J. Brostow AAML 32 23 0 29 Nov 2020
Truly shift-invariant convolutional neural networks Anadi Chaman Ivan Dokmanić 23 68 0 28 Nov 2020
Learning Loss for Test-Time Augmentation Ildoo Kim Younghoon Kim Sungwoong Kim OOD 26 91 0 22 Oct 2020
Addressing Neural Network Robustness with Mixup and Targeted Labeling Adversarial Training Alfred Laugros A. Caplier Matthieu Ospici AAML 24 19 0 19 Aug 2020
Untapped Potential of Data Augmentation: A Domain Generalization Viewpoint Vihari Piratla Shiv Shankar ViT 16 0 0 09 Jul 2020
Towards Understanding the Effect of Leak in Spiking Neural Networks Sayeed Shafayet Chowdhury Chankyu Lee Kaushik Roy 27 56 0 15 Jun 2020
Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming Claudio Michaelis Benjamin Mitzkus Robert Geirhos E. Rusak Oliver Bringmann Alexander S. Ecker Matthias Bethge Wieland Brendel 3DPC 30 437 0 17 Jul 2019
Natural Adversarial Examples Dan Hendrycks Kevin Zhao Steven Basart Jacob Steinhardt D. Song OODD 106 1,428 0 16 Jul 2019
Orthogonal Deep Neural Networks Kui Jia Shuai Li Yuxin Wen Tongliang Liu Dacheng Tao 39 132 0 15 May 2019
Improving Image Classification Robustness through Selective CNN-Filters Fine-Tuning Alessandro Bianchi Moreno Raimondo Vendra P. Protopapas Marco Brambilla 17 8 0 08 Apr 2019
Distortion Robust Image Classification using Deep Convolutional Neural Network with Discrete Cosine Transform Md Tahmid Hossain S. Teng Dengsheng Zhang Suryani Lim Guojun Lu 23 30 0 14 Nov 2018
Task-Driven Super Resolution: Object Detection in Low-resolution Images Muhammad Haris Gregory Shakhnarovich Norimichi Ukita 41 172 0 30 Mar 2018
Classification Driven Dynamic Image Enhancement Vivek Sharma Ali Diba D. Neven M. S. Brown Luc Van Gool Rainer Stiefelhagen 35 66 0 20 Oct 2017
DeepCorrect: Correcting DNN models against Image Distortions Tejas S. Borkar Lina Karam 27 93 0 05 May 2017
Dirty Pixels: Towards End-to-End Image Processing and Perception Steven Diamond Vincent Sitzmann Frank D. Julca-Aguilar Stephen P. Boyd Gordon Wetzstein Felix Heide 24 51 0 23 Jan 2017
Trunk-Branch Ensemble Convolutional Neural Networks for Video-based Face Recognition Changxing Ding Dacheng Tao CVBM 50 387 0 19 Jul 2016