When Image Denoising Meets High-Level Vision Tasks: A Deep Learning Approach

14 June 2017

Thomas S. Huang

Papers citing "When Image Denoising Meets High-Level Vision Tasks: A Deep Learning Approach"

36 / 36 papers shown

Title
A super-resolution reconstruction method for lightweight building images based on an expanding feature modulation network Yi Zhang Wenye Zhou Ruonan Lin SupR 65 0 0 17 Mar 2025
Self2Seg: Single-Image Self-Supervised Joint Segmentation and Denoising Nadja Gruber Johannes Schwab Noémie Debroux Nicolas Papadakis Markus Haltmeier 34 0 0 19 Sep 2023
Machine learning for phase-resolved reconstruction of nonlinear ocean wave surface elevations from sparse remote sensing data Svenja Ehlers Marco Klein Alexander Heinlein Mathies Wedler Nicolas Desmars Norbert Hoffmann M. Stender AI4Cl 42 2 0 18 May 2023
Learning Semantic-Aware Knowledge Guidance for Low-Light Image Enhancement Yuhui Wu Chen Pan Guoqing Wang Yang Yang Jiwei Wei Chongyi Li Hengtao Shen 47 81 0 14 Apr 2023
Dynamic Test-Time Augmentation via Differentiable Functions Shohei Enomoto Monikka Roslianna Busto Takeharu Eda OOD 45 5 0 09 Dec 2022
Zero-shot Blind Image Denoising via Implicit Neural Representations Chaewon Kim Jaeho Lee Jinwoo Shin 27 13 0 05 Apr 2022
A Note on Machine Learning Approach for Computational Imaging Bin Dong 33 0 0 24 Feb 2022
SAPNet: Segmentation-Aware Progressive Network for Perceptual Contrastive Deraining Shen Zheng Chan Lu Yuxiong Wu Gaurav Gupta 34 30 0 17 Nov 2021
Semantic-Guided Zero-Shot Learning for Low-Light Image/Video Enhancement Shen Zheng Gaurav Gupta 78 104 0 03 Oct 2021
UMFA: A photorealistic style transfer method based on U-Net and multi-layer feature aggregation Dongyu Rao Xiaojun Wu Hui Li J. Kittler T. Y. Xu 16 3 0 13 Aug 2021
R3L: Connecting Deep Reinforcement Learning to Recurrent Neural Networks for Image Denoising via Residual Recovery Rongkai Zhang Jiang Zhu Zhiyuan Zha Justin Dauwels Bihan Wen 34 6 0 12 Jul 2021
Wavelength-based Attributed Deep Neural Network for Underwater Image Restoration Prasen Kumar Sharma Ira Bisht Arijit Sur 29 103 0 15 Jun 2021
Joint Calibrationless Reconstruction and Segmentation of Parallel MRI Aniket Pramanik Xiaodong Wu M. Jacob 3DV 21 5 0 19 May 2021
Deep Gaussian Denoiser Epistemic Uncertainty and Decoupled Dual-Attention Fusion Xiaoqi Ma Xiaoyu Lin Majed El Helou Sabine Süsstrunk UQCV 37 5 0 12 Jan 2021
Spatially-Variant CNN-based Point Spread Function Estimation for Blind Deconvolution and Depth Estimation in Optical Microscopy Adrian Shajkofci M. Liebling 25 43 0 08 Oct 2020
High-throughput molecular imaging via deep learning enabled Raman spectroscopy C. Horgan Magnus Jensen A. Nagelkerke J. St-Pierre Tom Kamiel Magda Vercauteren Molly M. Stevens Mads S. Bergholt 29 71 0 28 Sep 2020
URIE: Universal Image Enhancement for Visual Recognition in the Wild Taeyoung Son Juwon Kang N. Kim Sunghyun Cho Suha Kwak OOD 27 47 0 17 Jul 2020
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment Lingbo Yang Chang-rui Liu Pan Wang Shanshe Wang Peiran Ren Siwei Ma Wen Gao CVBM 54 124 0 11 May 2020
EventSR: From Asynchronous Events to Image Reconstruction, Restoration, and Super-Resolution via End-to-End Adversarial Learning Lin Wang Tae-Kyun Kim Kuk-Jin Yoon AI4TS SupR 18 100 0 17 Mar 2020
Improving Robustness of Deep-Learning-Based Image Reconstruction Ankit Raj Y. Bresler Bo-wen Li OOD AAML 29 50 0 26 Feb 2020
Deep Learning on Image Denoising: An overview Chunwei Tian Lunke Fei Wenxian Zheng Yong-mei Xu W. Zuo Chia-Wen Lin 35 815 0 31 Dec 2019
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
Deep Learning Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentation I. Oksuz J. Clough B. Ruijsink Esther Puyol-Antón A. Bustin G. Cruz Claudia Prieto A. King Julia A. Schnabel 3DV MedIm 23 60 0 11 Oct 2019
s-LWSR: Super Lightweight Super-Resolution Network Biao Li Jiabin Liu Bo Wang Zhiquan Qi Yong Shi SupR 34 47 0 24 Sep 2019
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Orest Kupyn T. Martyniuk Junru Wu Zhangyang Wang 3DV 28 876 0 10 Aug 2019
Remote Heart Rate Measurement from Highly Compressed Facial Videos: an End-to-end Deep Learning Solution with Video Enhancement Zitong Yu Wei Peng Xiaobai Li Xiaopeng Hong Guoying Zhao 32 267 0 27 Jul 2019
Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning Majed El Helou Sabine Süsstrunk VLM 27 102 0 05 Jul 2019
A Review on Deep Learning in Medical Image Reconstruction Hai-Miao Zhang Bin Dong MedIm 35 122 0 23 Jun 2019
Collaborative Global-Local Networks for Memory-Efficient Segmentation of Ultra-High Resolution Images Wuyang Chen Ziyu Jiang Zhangyang Wang Kexin Cui Xiaoning Qian 19 151 0 15 May 2019
$UG$^{2+}$ Track 2: A Collective Benchmark Effort for Evaluating and Advancing Image Understanding in Poor Visibility Environments$ UG $^{2+}$ Track 2: A Collective Benchmark Effort for Evaluating and Advancing Image Understanding in Poor Visibility Environments Ye Yuan Wenhan Yang Wenqi Ren Xin Liu Cheng Chi Haiquan Wang 3DV 43 227 0 09 Apr 2019
Learning of Image Dehazing Models for Segmentation Tasks Sébastien de Blois Ihsen Hedhli Christian Gagné VLM 6 4 0 04 Mar 2019
Embedded deep learning in ophthalmology: Making ophthalmic imaging smarter Petteri Teikari Raymond P. Najjar L. Schmetterer D. Milea MedIm 27 27 0 13 Oct 2018
Improved Techniques for Learning to Dehaze and Beyond: A Collective Study Yu Liu Guanlong Zhao Boyuan Gong Yong Li Ritu Raj ... Satya Kesav Sandeep Gottimukkala Zhangyang Wang Wenqi Ren Dacheng Tao VLM 48 40 0 30 Jun 2018
A Segmentation-aware Deep Fusion Network for Compressed Sensing MRI Zhiwen Fan Liyan Sun Xinghao Ding Yue Huang C. Cai John Paisley MedIm 30 27 0 04 Apr 2018
Frank-Wolfe Network: An Interpretable Deep Structure for Non-Sparse Coding Dong Liu Ke Sun Zhangyang Wang Runsheng Liu Zhengjun Zha 24 12 0 28 Feb 2018
An All-in-One Network for Dehazing and Beyond Boyi Li Xiulian Peng Zhangyang Wang Jizheng Xu Dan Feng 27 163 0 20 Jul 2017