Understanding How Image Quality Affects Deep Neural Networks

14 April 2016

Papers citing "Understanding How Image Quality Affects Deep Neural Networks"

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Title
Multimodal Graph Representation Learning for Robust Surgical Workflow Recognition with Adversarial Feature Disentanglement Long Bai Boyi Ma Ruohan Wang Guankun Wang Beilei Cui ... Mobarakol Islam Zhe Min Jiewen Lai Nassir Navab Hongliang Ren 53 0 0 03 May 2025
Robust Asymmetric Heterogeneous Federated Learning with Corrupted Clients Xiuwen Fang Mang Ye Bo Du FedML 71 1 0 12 Mar 2025
JPEG Inspired Deep Learning Ahmed H. Salamah Kaixiang Zheng Yiwen Liu En-Hui Yang 32 0 0 09 Oct 2024
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment Xinyi Wang Angeliki V. Katsenou David Bull 41 0 0 16 Jul 2024
How Quality Affects Deep Neural Networks in Fine-Grained Image Classification Joseph Smith Zheming Zuo Jonathan Stonehouse Boguslaw Obara 26 2 0 09 May 2024
HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated Learning Gyudong Kim Mehdi Ghasemi Soroush Heidari Seungryong Kim Young Geun Kim S. Vrudhula Carole-Jean Wu 34 1 0 07 Mar 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
Residual Feature Pyramid Network for Enhancement of Vascular Patterns Ketan Kotwal S´ebastien Marcel 17 4 0 29 Jun 2023
Assessment Framework for Deepfake Detection in Real-world Situations Yuhang Lu Touradj Ebrahimi CVBM 26 17 0 12 Apr 2023
MD-VQA: Multi-Dimensional Quality Assessment for UGC Live Videos Zicheng Zhang Wei Wu Wei Sun Dangyang Tu Wei Lu Xiongkuo Min Ying Chen Guangtao Zhai 58 40 0 27 Mar 2023
Agave crop segmentation and maturity classification with deep learning data-centric strategies using very high-resolution satellite imagery Abraham Sánchez Raul Nanclares A. Quevedo Ulises Pelagio Alejandra Aguilar Gabriela Calvario E. U. Moya-Sánchez 21 2 0 21 Mar 2023
Quantifying the LiDAR Sim-to-Real Domain Shift: A Detailed Investigation Using Object Detectors and Analyzing Point Clouds at Target-Level Sebastian Huch Luca Scalerandi Esteban Rivera Markus Lienkamp 3DPC 21 16 0 03 Mar 2023
WebUI: A Dataset for Enhancing Visual UI Understanding with Web Semantics Jason Wu Siyan Wang Siman Shen Yi-Hao Peng Jeffrey Nichols Jeffrey P. Bigham 19 68 0 30 Jan 2023
Blur Invariants for Image Recognition J. Flusser Matej Lébl Matteo Pedone F. Šroubek J. Kostková 9 10 0 18 Jan 2023
Perceptual Video Coding for Machines via Satisfied Machine Ratio Modeling Qi Zhang Shanshe Wang Xinfeng Zhang Chuanmin Jia Jingshan Pan Siwei Ma Wen Gao 24 3 0 13 Nov 2022
Impact of Video Compression on the Performance of Object Detection Systems for Surveillance Applications Michael O'Byrne Anil Vibhoothi M. Sugrue Kokaram 13 4 0 10 Nov 2022
Impact of Colour Variation on Robustness of Deep Neural Networks Chen-Hao Hu Weiwen Shi AAML OOD 17 1 0 02 Sep 2022
Augraphy: A Data Augmentation Library for Document Images Alexander Groleau Kok Wei Chee Stefan Larson Samay Maini Jonathan Boarman 24 10 0 30 Aug 2022
On the Design of Privacy-Aware Cameras: a Study on Deep Neural Networks Marcela Carvalho Oussama Ennaffi S. Chateau Samy Ait Bachir 26 1 0 24 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
Towards Semantic Communications: Deep Learning-Based Image Semantic Coding Danlan Huang F. Gao Xiaoming Tao Qiyuan Du Jianhua Lu 20 152 0 08 Aug 2022
Benchmarking the Robustness of Deep Neural Networks to Common Corruptions in Digital Pathology Yunlong Zhang Yuxuan Sun Honglin Li S. Zheng Chenglu Zhu L. Yang OOD 62 27 0 30 Jun 2022
Modeling Generalized Specialist Approach To Train Quality Resilient Snapshot Ensemble G. Tahir C. K. Loo Zongying Liu AAML 22 0 0 12 Jun 2022
A Survey on Deep Learning for Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek Alceu Bissoto Catarina Barata Sandra Avila Eduardo Valle M. Celebi Ghassan Hamarneh 33 82 0 01 Jun 2022
Lost in Compression: the Impact of Lossy Image Compression on Variable Size Object Detection within Infrared Imagery Neelanjan Bhowmik Jack W. Barker Yona Falinie A. Gaus T. Breckon 39 14 0 16 May 2022
A New Approach to Improve Learning-based Deepfake Detection in Realistic Conditions Yuhang Lu Touradj Ebrahimi 31 4 0 22 Mar 2022
A Novel Framework for Assessment of Learning-based Detectors in Realistic Conditions with Application to Deepfake Detection Yuhang Lu Ru Luo Touradj Ebrahimi 29 0 0 22 Mar 2022
Does Video Compression Impact Tracking Accuracy? Takehiro Tanaka Alon Harell Ivan V. Bajić 29 7 0 02 Feb 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 34 15 0 28 Dec 2021
A New Image Codec Paradigm for Human and Machine Uses Sien Chen Jian Jin Lili Meng Weisi Lin Zhuo Chen Tsui-Shan Chang Zhen Li Huaxiang Zhang 33 6 0 19 Dec 2021
Certified Adversarial Defenses Meet Out-of-Distribution Corruptions: Benchmarking Robustness and Simple Baselines Jiachen Sun Akshay Mehra B. Kailkhura Pin-Yu Chen Dan Hendrycks Jihun Hamm Z. Morley Mao AAML 33 21 0 01 Dec 2021
Operationalizing Convolutional Neural Network Architectures for Prohibited Object Detection in X-Ray Imagery Thomas W. Webb Neelanjan Bhowmik Yona Falinie A. Gaus T. Breckon ObjD 14 11 0 10 Oct 2021
Anti-aliasing Deep Image Classifiers using Novel Depth Adaptive Blurring and Activation Function Md Tahmid Hossain S. Teng Ferdous Sohel Guojun Lu 49 13 0 03 Oct 2021
Unravelling the Effect of Image Distortions for Biased Prediction of Pre-trained Face Recognition Models P. Majumdar S. Mittal Richa Singh Mayank Vatsa CVBM 43 19 0 14 Aug 2021
PERSA+: A Deep Learning Front-End for Context-Agnostic Audio Classification Lazaros Vrysis Iordanis Thoidis Charalampos A. Dimoulas G. Papanikolaou VLM 28 0 0 20 Jul 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
W2WNet: a two-module probabilistic Convolutional Neural Network with embedded data cleansing functionality Francesco Ponzio Enrico Macii E. Ficarra S. D. Cataldo 13 4 0 24 Mar 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
Rotation-Invariant Autoencoders for Signals on Spheres Suhas Lohit Shubhendu Trivedi MDE 22 5 0 08 Dec 2020
Contextual Fusion For Adversarial Robustness Aiswarya Akumalla S. Haney M. Bazhenov AAML 22 1 0 18 Nov 2020
Unified Quality Assessment of In-the-Wild Videos with Mixed Datasets Training Dingquan Li Tingting Jiang Ming Jiang 21 133 0 09 Nov 2020
Characterizing and Taming Model Instability Across Edge Devices Eyal Cidon Evgenya Pergament Zain Asgar Asaf Cidon Sachin Katti 14 7 0 18 Oct 2020
Addressing Neural Network Robustness with Mixup and Targeted Labeling Adversarial Training Alfred Laugros A. Caplier Matthieu Ospici AAML 19 19 0 19 Aug 2020
Shift Equivariance in Object Detection M. Manfredi Yu Wang ObjD 17 18 0 13 Aug 2020
On Robustness and Transferability of Convolutional Neural Networks Josip Djolonga Jessica Yung Michael Tschannen Rob Romijnders Lucas Beyer ... D. Moldovan Sylvain Gelly N. Houlsby Xiaohua Zhai Mario Lucic OOD 13 153 0 16 Jul 2020
Automatic extraction of road intersection points from USGS historical map series using deep convolutional neural networks Mahmoud Saeedimoghaddam T. Stepinski HAI 9 57 0 14 Jul 2020
Lessons Learned from Accident of Autonomous Vehicle Testing: An Edge Learning-aided Offloading Framework Bofu Yang Xuelin Cao Xiangfang Li Chau Yuen Lijun Qian 11 29 0 27 Jun 2020
A simple way to make neural networks robust against diverse image corruptions E. Rusak Lukas Schott Roland S. Zimmermann Julian Bitterwolf Oliver Bringmann Matthias Bethge Wieland Brendel 21 64 0 16 Jan 2020
VisionISP: Repurposing the Image Signal Processor for Computer Vision Applications Chyuan-Tyng Wu Leo F. Isikdogan R. Sushma Bhavin V. Nayak Timo Gerasimow Aleksandar Sutic Liron Ain-kedem G. Michael VLM 19 35 0 14 Nov 2019
KonIQ-10k: An ecologically valid database for deep learning of blind image quality assessment Vlad Hosu Hanhe Lin T. Szirányi Dietmar Saupe 14 552 0 14 Oct 2019