Understanding How Image Quality Affects Deep Neural Networks

14 April 2016

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

23 / 73 papers shown

Title
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
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 30 436 0 17 Jul 2019
Improving Image Classification Robustness through Selective CNN-Filters Fine-Tuning Alessandro Bianchi Moreno Raimondo Vendra P. Protopapas Marco Brambilla 12 8 0 08 Apr 2019
Object Recognition under Multifarious Conditions: A Reliability Analysis and A Feature Similarity-based Performance Estimation Dogancan Temel Jinsol Lee G. Al-Regib 29 12 0 18 Feb 2019
One-Shot Item Search with Multimodal Data Jonghwa Yim Junghun Kim D. Shin 21 3 0 27 Nov 2018
Distortion Robust Image Classification using Deep Convolutional Neural Network with Discrete Cosine Transform Md Tahmid Hossain S. Teng Dengsheng Zhang Suryani Lim Guojun Lu 15 30 0 14 Nov 2018
CURE-OR: Challenging Unreal and Real Environments for Object Recognition Dogancan Temel Jinsol Lee G. Al-Regib 24 42 0 18 Oct 2018
Building Damage Annotation on Post-Hurricane Satellite Imagery Based on Convolutional Neural Networks Q. D. Cao Youngjun Choe 19 21 0 04 Jul 2018
Survey of Face Detection on Low-quality Images Yuqian Zhou Ding Liu Thomas Huang AAML CVBM 19 59 0 19 Apr 2018
Task-Driven Super Resolution: Object Detection in Low-resolution Images Muhammad Haris Gregory Shakhnarovich Norimichi Ukita 33 172 0 30 Mar 2018
Deep feature compression for collaborative object detection Hyomin Choi Ivan V. Bajić 13 138 0 12 Feb 2018
Quality Classified Image Analysis with Application to Face Detection and Recognition Fei Yang Qian Zhang Miaohui Wang Guoping Qiu CVBM 24 13 0 19 Jan 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
Enhancing the Performance of Convolutional Neural Networks on Quality Degraded Datasets Jonghwa Yim Kyung-ah Sohn 20 54 0 18 Oct 2017
Wide and deep volumetric residual networks for volumetric image classification Varun Arvind A. Costa Marcus A. Badgeley Samuel K. Cho Eric Oermann 3DPC MedIm 46 15 0 18 Sep 2017
A Comparison of Audio Signal Preprocessing Methods for Deep Neural Networks on Music Tagging Keunwoo Choi Gyorgy Fazekas Kyunghyun Cho Mark Sandler 20 63 0 06 Sep 2017
Image Quality Assessment Guided Deep Neural Networks Training Zhuo Chen Weisi Lin Shiqi Wang Long Xu Leida Li 25 9 0 13 Aug 2017
DeepCorrect: Correcting DNN models against Image Distortions Tejas S. Borkar Lina Karam 19 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
On Classification of Distorted Images with Deep Convolutional Neural Networks Yiren Zhou Sibo Song Ngai-man Cheung 21 115 0 08 Jan 2017
An empirical study on the effects of different types of noise in image classification tasks G. B. P. D. Costa Welinton A. Contato T. S. Nazaré J. B. Neto M. Ponti 24 39 0 09 Sep 2016
How Image Degradations Affect Deep CNN-based Face Recognition? Samil Karahan M. Yildirim K. Kirtaç F. Rende Gultekin Butun H. K. Ekenel CVBM 6 124 0 18 Aug 2016