Replacing Mobile Camera ISP with a Single Deep Learning Model

13 February 2020

Luc Van Gool

Radu Timofte

Papers citing "Replacing Mobile Camera ISP with a Single Deep Learning Model"

40 / 40 papers shown

Title
Learned Lightweight Smartphone ISP with Unpaired Data Andrei Arhire Radu Timofte 29 0 0 15 May 2025
Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision Yuandong Pu Le Zhuo Kaiwen Zhu Liangbin Xie Wenlong Zhang Xiangyu Chen Peng Gao Yu Qiao Chao Dong Yihao Liu MLLM 71 1 0 07 Apr 2025
Deep Perceptual Enhancement for Medical Image Analysis S. Sharif R. A. Naqvi Mithun Biswas Woong-Kee Loh MedIm 80 21 0 11 Mar 2025
Goal Conditioned Reinforcement Learning for Photo Finishing Tuning Jiarui Wu Yujin Wang Lingen Li Zhang Fan Tianfan Xue 34 0 0 10 Mar 2025
MFSR-GAN: Multi-Frame Super-Resolution with Handheld Motion Modeling Fadeel Sher Khan Joshua Ebenezer Hamid Sheikh Seok-Jun Lee 69 0 0 28 Feb 2025
Retinex-RAWMamba: Bridging Demosaicing and Denoising for Low-Light RAW Image Enhancement Xianmin Chen Peiliang Huang Xiaoxu Feng Dingwen Zhang Longfei Han Jiawei Han Mamba 78 1 0 03 Jan 2025
Burst Super-Resolution with Diffusion Models for Improving Perceptual Quality Kyotaro Tokoro Kazutoshi Akita Norimichi Ukita 35 4 0 28 Mar 2024
PQDynamicISP: Dynamically Controlled Image Signal Processor for Any Image Sensors Pursuing Perceptual Quality Masakazu Yoshimura Junji Otsuka Takeshi Ohashi 39 2 0 15 Mar 2024
FLIGHT Mode On: A Feather-Light Network for Low-Light Image Enhancement Mustafa Ozcan Hamza Ergezer Mustafa Ayazoglu 3DV 44 5 0 18 May 2023
Optical Aberration Correction in Postprocessing using Imaging Simulation Shiqi Chen H. Feng Dexin Pan Zhi-hai Xu Qi Li Yue-ting Chen 36 36 0 10 May 2023
Generating Aligned Pseudo-Supervision from Non-Aligned Data for Image Restoration in Under-Display Camera Ruicheng Feng Chongyi Li Huaijin Chen Shuai Li Liang Feng Chen Change Loy 42 20 0 12 Apr 2023
Self-Supervised Reversed Image Signal Processing via Reference-Guided Dynamic Parameter Selection Junji Otsuka Masakazu Yoshimura Takeshi Ohashi 18 5 0 24 Mar 2023
Efficient and Accurate Quantized Image Super-Resolution on Mobile NPUs, Mobile AI & AIM 2022 challenge: Report Andrey D. Ignatov Radu Timofte Maurizio Denna Abdelbadie Younes Ganzorig Gankhuyag ... Jing Liu Garas Gendy Nabil Sabor J. Hou Guanghui He SupR MQ 31 32 0 07 Nov 2022
Efficient Single-Image Depth Estimation on Mobile Devices, Mobile AI & AIM 2022 Challenge: Report Andrey D. Ignatov Grigory Malivenko Radu Timofte Lukasz Treszczotko Xin-ke Chang ... Dongwon Park Seongmin Hong Joonhee Lee Seunggyu Lee Sengsub Chun 38 17 0 07 Nov 2022
Learned Smartphone ISP on Mobile GPUs with Deep Learning, Mobile AI & AIM 2022 Challenge: Report Andrey D. Ignatov Radu Timofte Shuai Liu Chaoyu Feng Furui Bai ... Xin Lou Wei Zhou Cong Pang Haina Qin Mingxuan Cai 27 24 0 07 Nov 2022
Rawgment: Noise-Accounted RAW Augmentation Enables Recognition in a Wide Variety of Environments Masakazu Yoshimura Junji Otsuka Atsushi Irie Takeshi Ohashi 44 17 0 28 Oct 2022
Overexposure Mask Fusion: Generalizable Reverse ISP Multi-Step Refinement Jinha Kim Jun Jiang Liang Feng 23 2 0 20 Oct 2022
Reversing Image Signal Processors by Reverse Style Transferring Furkan Kinli B. Özcan Mustafa Furkan Kıraç 38 3 0 17 Oct 2022
High Dynamic Range and Super-Resolution from Raw Image Bursts Bruno Lecouat Thomas Eboli Jean Ponce Julien Mairal 13 22 0 29 Jul 2022
DRL-ISP: Multi-Objective Camera ISP with Deep Reinforcement Learning Ukcheol Shin Kyunghyun Lee In So Kweon VLM 3DV 35 2 0 07 Jul 2022
Annular Computational Imaging: Capture Clear Panoramic Images through Simple Lens Zhijie Xu Haowen Shi Lei Sun Shaohua Gao Kailun Yang Kaiwei Wang 42 17 0 13 Jun 2022
Rendering Nighttime Image Via Cascaded Color and Brightness Compensation Zhihao Li Si Yi Zhan Ma 31 2 0 19 Apr 2022
Transform your Smartphone into a DSLR Camera: Learning the ISP in the Wild A. S. Tripathi Martin Danelljan Samarth Shukla Radu Timofte Luc Van Gool 33 9 0 20 Mar 2022
All You Need is RAW: Defending Against Adversarial Attacks with Camera Image Pipelines Yuxuan Zhang B. Dong Felix Heide AAML 26 8 0 16 Dec 2021
Kernel-aware Burst Blind Super-Resolution Wenyi Lian Shanglian Peng SupR 21 7 0 14 Dec 2021
RBSRICNN: Raw Burst Super-Resolution through Iterative Convolutional Neural Network Rao Muhammad Umer C. Micheloni SupR 34 2 0 25 Oct 2021
Learning RAW-to-sRGB Mappings with Inaccurately Aligned Supervision Zhilu Zhang Haolin Wang Ming-Yu Liu Ruohao Wang Jiawei Zhang W. Zuo 26 41 0 18 Aug 2021
Semi-Supervised Raw-to-Raw Mapping Mahmoud Afifi Abdullah Abuolaim 32 14 0 25 Jun 2021
NTIRE 2021 Challenge on Burst Super-Resolution: Methods and Results Goutam Bhat Martin Danelljan Radu Timofte Kazutoshi Akita Wooyeong Cho ... Rao Muhammad Umer Youliang Yan Lei Yu Magauiya Zhussip X. Zou SupR 22 39 0 07 Jun 2021
Fast and Accurate Single-Image Depth Estimation on Mobile Devices, Mobile AI 2021 Challenge: Report Andrey D. Ignatov Grigory Malivenko D. Plowman Samarth Shukla Radu Timofte ... Tianpeng Feng Yang Liu Chuannan Sheng Jian Yin Fausto T. Benavide MDE 32 35 0 17 May 2021
Real-Time Video Super-Resolution on Smartphones with Deep Learning, Mobile AI 2021 Challenge: Report Andrey D. Ignatov Andrés Romero Heewon Kim Radu Timofte C. Ho ... Xiumei Wang Jiaming Guo Xueyi Zhou Hao Jia Youliang Yan SupR 30 52 0 17 May 2021
Fast Camera Image Denoising on Mobile GPUs with Deep Learning, Mobile AI 2021 Challenge: Report Andrey D. Ignatov Kim Byeoung-su Radu Timofte Angeline Pouget Fenglong Song ... Lei Lei Chaoyu Feng L. Huang Z. Lei Feifei Chen 25 30 0 17 May 2021
Learned Smartphone ISP on Mobile NPUs with Deep Learning, Mobile AI 2021 Challenge: Report Andrey D. Ignatov Cheng-Ming Chiang Hsien-Kai Kuo Anastasia Sycheva Radu Timofte ... K. Upla Kiran Raja Raghavendra Ramachandra Christoph Busch Etienne de Stoutz 33 47 0 17 May 2021
PyNET-CA: Enhanced PyNET with Channel Attention for End-to-End Mobile Image Signal Processing Byung-Hoon Kim Joonyoung Song J. C. Ye JaeHyun Baek 18 26 0 07 Apr 2021
Mobile Computational Photography: A Tour M. Delbracio D. Kelly Michael S. Brown P. Milanfar HAI 102 73 0 17 Feb 2021
AIM 2020 Challenge on Rendering Realistic Bokeh Andrey D. Ignatov Radu Timofte Ming Qian Congyu Qiao Jiamin Lin ... Xueqin Chen Tengyao Wang Max Zheng Hulk Wong Jay S. Zou 24 44 0 10 Nov 2020
Exploit Camera Raw Data for Video Super-Resolution via Hidden Markov Model Inference Xiaohong Liu Kangdi Shi Zhe Wang Jun Chen SupR 54 31 0 24 Aug 2020
UDC 2020 Challenge on Image Restoration of Under-Display Camera: Methods and Results Yuqian Zhou Michael Kwan Kyle Tolentino N. Emerton Sehoon Lim ... L. Po Dahai Yu Yasar Abbas Ur Rehman Yiqun Li Lianping Xing 16 35 0 18 Aug 2020
Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and Latency Cheng-Ming Chiang Yu-Wen Tseng Yu-Syuan Xu Hsien-Kai Kuo Yi-Min Tsai ... Chia-Lin Yu B. Shen Kloze Kao Chia-Ming Cheng Hung-Jen Chen 35 22 0 27 Apr 2020
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Wenzhe Shi Jose Caballero Ferenc Huszár J. Totz Andrew P. Aitken Rob Bishop Daniel Rueckert Zehan Wang SupR 234 5,181 0 16 Sep 2016