DRL-ISP: Multi-Objective Camera ISP with Deep Reinforcement Learning

7 July 2022

In So Kweon

Papers citing "DRL-ISP: Multi-Objective Camera ISP with Deep Reinforcement Learning"

29 / 29 papers shown

Title
State Entropy Maximization with Random Encoders for Efficient Exploration Younggyo Seo Lili Chen Jinwoo Shin Honglak Lee Pieter Abbeel Kimin Lee 67 123 0 18 Feb 2021
An Efficient Asynchronous Method for Integrating Evolutionary and Gradient-based Policy Search Kyunghyun Lee Byeong-uk Lee Ukcheol Shin In So Kweon 116 23 0 10 Dec 2020
AWNet: Attentive Wavelet Network for Image ISP Linhui Dai Xiaohong Liu Chengqi Li Jun Chen 75 58 0 20 Aug 2020
Learning a Reinforced Agent for Flexible Exposure Bracketing Selection Zhouxia Wang Jiawei Zhang Mude Lin Jiong Wang Ping Luo Jimmy S. J. Ren 40 15 0 26 May 2020
Deep White-Balance Editing Mahmoud Afifi M. S. Brown 39 116 0 03 Apr 2020
Single-Image HDR Reconstruction by Learning to Reverse the Camera Pipeline Yu-Lun Liu Wei-Sheng Lai Yu-Sheng Chen Yi-Lung Kao Ming-Hsuan Yang Yung-Yu Chuang Jia-Bin Huang 76 234 0 02 Apr 2020
Learning Multi-Scale Photo Exposure Correction Mahmoud Afifi Konstantinos G. Derpanis Bjorn Ommer M. S. Brown 41 9 0 25 Mar 2020
Replacing Mobile Camera ISP with a Single Deep Learning Model Andrey D. Ignatov Luc Van Gool Radu Timofte 45 175 0 13 Feb 2020
Soft Actor-Critic for Discrete Action Settings Petros Christodoulou OffRL 139 298 0 16 Oct 2019
Kornia: an Open Source Differentiable Computer Vision Library for PyTorch F. Mokhayeri Dmytro Mishkin Daniel Ponsa Ethan Rublee Gary R. Bradski VLM AI4TS 128 355 0 05 Oct 2019
Unsupervised Scale-consistent Depth and Ego-motion Learning from Monocular Video Jiawang Bian Zhichao Li Naiyan Wang Huangying Zhan Chunhua Shen Ming-Ming Cheng Ian Reid MDE 75 510 0 28 Aug 2019
CameraNet: A Two-Stage Framework for Effective Camera ISP Learning Zhetong Liang Jianrui Cai Zisheng Cao Lei Zhang 46 76 0 05 Aug 2019
Camera Exposure Control for Robust Robot Vision with Noise-Aware Image Quality Assessment Ukcheol Shin Jinsun Park Gyumin Shim François Rameau In So Kweon 33 26 0 11 Jul 2019
Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels Kai Zhang W. Zuo Lei Zhang SupR 38 362 0 29 Mar 2019
Automatic ISP image quality tuning using non-linear optimization Jun Nishimura Timo Gerasimow R. Sushma Aleksandar Sutic Chyuan-Tyng Wu G. Michael 47 37 0 24 Feb 2019
Learning to See in the Dark Cheng Chen Qifeng Chen Jia Xu V. Koltun 283 1,184 0 04 May 2018
Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning K. Yu Chao Dong Liang Lin Chen Change Loy CLL OffRL 80 176 0 10 Apr 2018
ExpandNet: A Deep Convolutional Neural Network for High Dynamic Range Expansion from Low Dynamic Range Content Demetris Marnerides Thomas Bashford-Rogers Jonathan Hatchett Kurt Debattista 58 266 0 06 Mar 2018
DeepISP: Towards Learning an End-to-End Image Processing Pipeline Eli Schwartz Raja Giryes A. Bronstein VLM 69 227 0 20 Jan 2018
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor Tuomas Haarnoja Aurick Zhou Pieter Abbeel Sergey Levine 305 8,334 0 04 Jan 2018
Exposure: A White-Box Photo Post-Processing Framework Yuanming Hu Hao He Chenxi Xu Baoyuan Wang Stephen Lin 47 308 0 27 Sep 2017
Reconfiguring the Imaging Pipeline for Computer Vision Mark Buckler Suren Jayasuriya Adrian Sampson 77 104 0 11 May 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 352 27,181 0 20 Mar 2017
Learning Adaptive Parameter Tuning for Image Processing Jingming Dong I. Frosio Jan Kautz 34 7 0 28 Oct 2016
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Peng Sun W. Zuo Yunjin Chen Deyu Meng Lei Zhang SupR 142 6,989 0 13 Aug 2016
Perceptual Losses for Real-Time Style Transfer and Super-Resolution Justin Johnson Alexandre Alahi Li Fei-Fei SupR 234 10,247 0 27 Mar 2016
Prioritized Experience Replay Tom Schaul John Quan Ioannis Antonoglou David Silver OffRL 217 3,788 0 18 Nov 2015
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Jiwon Kim Jung Kwon Lee Kyoung Mu Lee SupR 104 6,184 0 14 Nov 2015
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 413 43,638 0 01 May 2014