You Only Need 90K Parameters to Adapt Light: A Light Weight Transformer for Image Enhancement and Exposure Correction

30 May 2022

Ziteng Cui

Yu Qiao

Papers citing "You Only Need 90K Parameters to Adapt Light: A Light Weight Transformer for Image Enhancement and Exposure Correction"

50 / 50 papers shown

Title
Luminance-GS: Adapting 3D Gaussian Splatting to Challenging Lighting Conditions with View-Adaptive Curve Adjustment Ziteng Cui Xuangeng Chu Tatsuya Harada 3DGS 123 0 0 02 Apr 2025
Discovering an Image-Adaptive Coordinate System for Photography Processing Ziteng Cui Lin Gu Tatsuya Harada 90 2 0 11 Jan 2025
Dual Degradation-Inspired Deep Unfolding Network for Low-Light Image Enhancement Huake Wang Xingsong Hou Xiaoyang Yan Kaibing Zhang Xiangyong Cao Xueming Qian 147 0 0 03 Jan 2025
Multitask AET with Orthogonal Tangent Regularity for Dark Object Detection Ziteng Cui Guo-Jun Qi Lin Gu Shaodi You Zenghui Zhang Tatsuya Harada ViT 75 98 0 06 May 2022
Learning to Adapt to Light Kai-Fu Yang Cheng Cheng Shixuan Zhao Xian-Shi Zhang Yongjie Li 48 32 0 16 Feb 2022
UniFormer: Unifying Convolution and Self-attention for Visual Recognition Kunchang Li Yali Wang Junhao Zhang Peng Gao Guanglu Song Yu Liu Hongsheng Li Yu Qiao ViT 182 373 0 24 Jan 2022
MAXIM: Multi-Axis MLP for Image Processing Zhengzhong Tu Hossein Talebi Han Zhang Feng Yang P. Milanfar A. Bovik Yinxiao Li 82 473 0 09 Jan 2022
TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions Jeya Maria Jose Valanarasu R. Yasarla Vishal M. Patel ViT 95 285 0 29 Nov 2021
Restormer: Efficient Transformer for High-Resolution Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang ViT 144 2,203 0 18 Nov 2021
Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling Renrui Zhang Rongyao Fang Wei Zhang Peng Gao Kunchang Li Jifeng Dai Yu Qiao Hongsheng Li VLM 256 399 0 06 Nov 2021
Auto White-Balance Correction for Mixed-Illuminant Scenes Mahmoud Afifi Marcus A. Brubaker Michael S. Brown 111 26 0 17 Sep 2021
SwinIR: Image Restoration Using Swin Transformer Christos Sakaridis Jie Cao Guolei Sun Peng Sun Luc Van Gool Radu Timofte ViT 179 2,893 0 23 Aug 2021
On the Connection between Local Attention and Dynamic Depth-wise Convolution Qi Han Zejia Fan Qi Dai Lei-huan Sun Ming-Ming Cheng Jiaying Liu Jingdong Wang ViT 56 108 0 08 Jun 2021
Uformer: A General U-Shaped Transformer for Image Restoration Zhendong Wang Xiaodong Cun Jianmin Bao Wengang Zhou Jianzhuang Liu Houqiang Li ViT 101 1,396 0 06 Jun 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 231 4,990 0 31 May 2021
ResMLP: Feedforward networks for image classification with data-efficient training Hugo Touvron Piotr Bojanowski Mathilde Caron Matthieu Cord Alaaeldin El-Nouby ... Gautier Izacard Armand Joulin Gabriel Synnaeve Jakob Verbeek Hervé Jégou VLM 75 660 0 07 May 2021
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 399 2,658 0 04 May 2021
Going deeper with Image Transformers Hugo Touvron Matthieu Cord Alexandre Sablayrolles Gabriel Synnaeve Hervé Jégou ViT 131 1,006 0 31 Mar 2021
Invertible Image Signal Processing Yazhou Xing Zian Qian Qifeng Chen 51 113 0 28 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 398 21,281 0 25 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 808 29,167 0 26 Feb 2021
Colorization Transformer Manoj Kumar Dirk Weissenborn Nal Kalchbrenner ViT 271 159 0 08 Feb 2021
Pre-Trained Image Processing Transformer Hanting Chen Yunhe Wang Tianyu Guo Chang Xu Yiping Deng Zhenhua Liu Siwei Ma Chunjing Xu Chao Xu Wen Gao VLM ViT 129 1,671 0 01 Dec 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 526 40,739 0 22 Oct 2020
Learning Image-adaptive 3D Lookup Tables for High Performance Photo Enhancement in Real-time Huiyu Zeng Jianrui Cai Lida Li Zisheng Cao Lei Zhang 3DH 53 252 0 30 Sep 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 349 12,966 0 26 May 2020
Deep White-Balance Editing Mahmoud Afifi M. S. Brown 28 115 0 03 Apr 2020
DeepLPF: Deep Local Parametric Filters for Image Enhancement Sean J. Moran Pierre Marza Jingyu Sun Sarah Parisot Greg Slabaugh 48 194 0 31 Mar 2020
A Physics-based Noise Formation Model for Extreme Low-light Raw Denoising Kaixuan Wei Ying Fu Jiaolong Yang Hua Huang DiffM 50 210 0 28 Mar 2020
Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement Chunle Guo Chongyi Li Jichang Guo Chen Change Loy Junhui Hou Sam Kwong Runmin Cong DiffM 3DV 87 1,346 0 19 Jan 2020
MMDetection: Open MMLab Detection Toolbox and Benchmark Kai-xiang Chen Jiaqi Wang Jiangmiao Pang Yuhang Cao Yu Xiong ... Jingdong Wang Jianping Shi Wanli Ouyang Chen Change Loy Dahua Lin VOS 128 2,858 0 17 Jun 2019
Kindling the Darkness: A Practical Low-light Image Enhancer Yonghua Zhang Jiawan Zhang Xiaojie Guo 109 1,195 0 04 May 2019
Unprocessing Images for Learned Raw Denoising Tim Brooks B. Mildenhall Tianfan Xue Jiawen Chen Dillon Sharlet Jonathan T. Barron 73 440 0 27 Nov 2018
BOP: Benchmark for 6D Object Pose Estimation Tomás Hodan Frank Michel Eric Brachmann Wadim Kehl A. Buch ... Fabian Manhardt Federico Tombari Tae-Kyun Kim Jirí Matas Carsten Rother 3DH 74 441 0 24 Aug 2018
Deep Retinex Decomposition for Low-Light Enhancement Chen Wei Wenjing Wang Wenhan Yang Jiaying Liu 91 1,713 0 14 Aug 2018
Getting to Know Low-light Images with The Exclusively Dark Dataset Y. P. Loh Chee Seng Chan 76 551 0 29 May 2018
Learning to See in the Dark Cheng Chen Qifeng Chen Jia Xu V. Koltun 276 1,181 0 04 May 2018
Distort-and-Recover: Color Enhancement using Deep Reinforcement Learning Jongchan Park Joon-Young Lee Donggeun Yoo In So Kweon OffRL 42 197 0 12 Apr 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 105 21,386 0 08 Apr 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 299 13,079 0 07 Feb 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 624 130,942 0 12 Jun 2017
DSLR-Quality Photos on Mobile Devices with Deep Convolutional Networks Andrey D. Ignatov Nikolay Kobyshev Radu Timofte K. Vanhoey Luc Van Gool 59 520 0 08 Apr 2017
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 334 10,467 0 21 Jul 2016
Learning the image processing pipeline Haomiao Jiang Qiyuan Tian J. Farrell B. Wandell 34 50 0 30 May 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 904 11,587 0 06 Apr 2016
Perceptual Losses for Real-Time Style Transfer and Super-Resolution Justin Johnson Alexandre Alahi Li Fei-Fei SupR 212 10,230 0 27 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.9K 193,426 0 10 Dec 2015
LLNet: A Deep Autoencoder Approach to Natural Low-light Image Enhancement Kin Gwn Lore Adedotun Akintayo Soumik Sarkar 38 1,452 0 12 Nov 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.5K 76,917 0 18 May 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 367 43,524 0 01 May 2014