WestCityInstitute / Awesome-HDR

Collect High Dynamic Range Imaging Related Papers and Codes

Awesome-HDR (in progress)

Collect High Dynamic Range Imaging (especially for Multi-exposure Fusion and High Dynamic Range Imaging) Related Papers and Codes.

Deep Learning Based Approaches

2022

Title	Model	Paper	Code	Main Idea or Key Words	Label
TransMEF: A Transformer-Based Multi-exposure Image Fusion Framework using self-supervised Multi-Task Learning	TransMEF	AAAI-2022	TransMEF	Transformer, Self-supervised learning	Static
Dual-Attention-Guided Network for Ghost-Free High Dynamic Range Imaging	DAHDRNet	IJCV-2022	-	Dual-attention	Dynamic

2021

Title	Model	Paper	Code	Main Idea or Key Words	Label
ADNet: Attention-guided deformable convolutional network for high dynamic range imaging	ADNet	CVPRW-2021	ADNet	Deformable Convolution	Dynamic
Deep Coupled Feedback Network for Joint Exposure Fusion and Image Super-Resolution	CF-Net	TIP-2021	CF-Net	Joint MEF and SR, Feedback Mechanism	Static
HDR-GAN: HDR Image Reconstruction From Multi-Exposed LDR Images With Large Motions	HDR-GAN	TIP-2021	HDR-GAN	GAN	Dynamic
Labeled from Unlabeled: Exploiting Unlabeled Data for Few-shot Deep HDR Deghosting	FSHDR	CVPR-2021	FSHDR	Few-shot Learning	Dynamic
Hierarchical Fusion for Practical Ghost-free High Dynamic Range Imaging	HFNet	ACMMM-2021	-	Mask	Dynamic
IFCNN: A general image fusion framework based on convolutional neural network	IFCNN	Information Fusion-2021	IFCNN	Salient Features	Static
Multi-exposure image fusion via deep perceptual enhancement	DPE-MEF	Information Fusion-2021	DPE-MEF	Perceptual Enhancement	Static

2020

Title	Model	Paper	Code	Main Idea or Key Words	Label
Deep Convolutional Neural Network for Multi-modal Image Restoration and Fusion	CU-Net	TPAMI-2020	CU-Net	Interpretable Network, Multi-modal image processing	Static
U2Fusion: A Unified Unsupervised Image Fusion Network	U2Fusion	TPAMI-2020	U2Fusion	Unsupervised Learning	Static
Deep Guided Learning for Fast Multi-Exposure Image Fusion	MEF-Net	TIP-2020	MEF-Net	Unsupervised Learning, Guided Filter	Static
Deep HDR Imaging via A Non-Local Network	NHDRRnet	TIP-2020	NHDRRnet	Non-local	Dynamic
Unsupervised Deep Image Fusion With Structure Tensor Representations	DIF-Net	TIP-2020	DIF-Net	Unsupervised Learning, Structure Tensor Representations	Static
MEF-GAN: Multi-Exposure Image Fusion via Generative Adversarial Networks	MEF-GAN	TIP-2020	MEF-GAN	GAN	Static

2019

Title	Model	Paper	Code	Main Idea or Key Words	Label
Attention-guided Network for Ghost-free High Dynamic Range Imaging	AHDRNet	CVPR-2019	AHDRNet	Attention	Dynamic

2018

Title	Model	Paper	Code	Main Idea or Key Words	Label
Deep high dynamic range imaging with large foreground motions	DeepHDR	ECCV-2018	DeepHDR	First End-to-End, U-Net	Dynamic

2017

Title	Model	Paper	Code	Main Idea or Key Words	Label
DeepFuse: A Deep Unsupervised Approach for Exposure Fusion with Extreme Exposure Image Pairs	DeepFuse	ICCV-2017	-	Extreme Exposure Fusion, Unsupervised	Static
Deep High Dynamic Range Imaging of Dynamic Scenes	Kalantari	ACM-TOG-2017	Kalantari	Resgistration, Large Dataset	Dynamic
HDR image reconstruction from a single exposure using deep CNNs	HDRCNN	ACM-TOG-2017	HDRCNN	Single Image HDR	Static & Dynamic

Traditional Approaches

Title	Model	Paper	Code	Main Idea or Key Words	Label	Year
Detail-Preserving Multi-Exposure Fusion with Edge-Preserving Structural Patch Decomposition	MSPD-MEF	TCSVT-2021	MSPD-MEF	Structural Patch Decomposition	Static & Dynamic	2021
Fast Multi-Scale Structural Patch Decomposition for Multi-Exposure Image Fusion	FMMEF	TIP-2020	FMMEF	Multi-scale, Structural Patch Decomposition	Static & Dynamic	2020
Robust Multi-Exposure Image Fusion: A Structural Patch Decomposition Approach	SPD-MEF	TIP-2017	SPD-MEF	Robust, Structural Patch Decomposition	Static & Dynamic	2017
Robust High Dynamic Range Imaging by Rank Minimization	RHDR	TPAMI-2015	RHDR	Rank Minimization	Dynamic	2015
HDR Deghosting: How to deal with Saturation?	Hu	CVPR-2013	Hu	Registration	Dynamic	2013
Robust Patch-Based HDR Reconstruction of Dynamic Scenes	Sen	ACM-TOG-2012	Sen	Patch-Based Registration	Dynamic	2012

HDR Image Quality Evaluation Metrics

Title	Metric	Paper	Code	Domain & Scene	Year
Perceptual Evalutation for Multi-Exposure Image Fusion of Dynamic Scenes	MEF-SSIMd	TIP-2020	MEF-SSIMd	LDR & dynamic	2020
Perceptual Quality Assessment for Multi-Exposure Image Fusion	MEF-SSIM	TIP-2015	MEF-SSIM	LDR & static	2015