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
Title
Model
Paper
Code
Main Idea or Key Words
Label
A Lightweight Network for High Dynamic Range Imaging
HUNet
CVPR-2022 -
Lightweight Network
Dynamic
Ghost-free High Dynamic Range Imaging with Context-aware Transformer
HDR-Transformer
ECCV-2022 HDR-Transformer Context-Aware Transformer
Dynamic
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
Title
Model
Paper
Code
Main Idea or Key Words
Label
Ghost-Free Deep High-Dynamic-Range Imaging Using Focus Pixels for Complex Motion Scenes
-
TIP-2021 -
Focus Pixels
Dynamic
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
Self-Gated Memory Recurrent Network for Efficient Scalable HDR deghosting
HDRRNN
TCI-2021 HDRRNN Recurrent Network
Dynamic
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
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
Towards Practical and Efficient High-Resolution HDR Deghosting with CNN
HR-HDR
ECCV-2020 -
Bilateral Guided Upsampler, Efficient
Dynamic
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
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
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
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
Ghost-Free High Dynamic Range Imaging via Rank Minimization
RM-HDR
SPL-2014 RM-HDR Rank Minimization
Dynamic
2014
HDR Deghosting: How to deal with Saturation?
Hu et al.
CVPR-2013 Hu Registration
Dynamic
2013
Robust Patch-Based HDR Reconstruction of Dynamic Scenes
Sen et al.
ACM-TOG-2012 Sen Patch-Based Registration
Dynamic
2012
Freehand HDR Imaging of Moving Scenes with SImultaneous Resolution Enhancement
Zimmer et al.
EUROGRAPHICS-2011 -
Joint SR and HDR, Energe-based Optic Flow
Dynamic
2011
Exposure Fusion
Mertens et al.
Pacific-Graphics-2007 Mertens Laplacian Decomposition and Gaussian Pyramid
Static
2007
HDR Image Fusion Datasets HDR Image Fusion Quality Evaluation Metrics
Title
Metric
Paper
Code
Scene
Type
Year
Superpixel-Based Quality Assessment of Multi-Exposure Image Fusion for Both Static and Dynamic Scenes
Fang-2021
TIP-2021 -
Static & Dynamic
NR
2021
Perceptual Evalutation for Multi-Exposure Image Fusion of Dynamic Scenes
MEF-SSIMd
TIP-2020 MEF-SSIMd Dynamic
NR
2020
Image Quality Assessment of Multi-Exposure Image Fusion for Both Static and Dynamic Scenes
Fang-2019
ICME-2019 -
Static & Dynamic
NR
2019
Multi-Exposure Image Fusion by Optimizing A Structural Similarity Index
MEF-SSIMc
TCI-2018 MEF-SSIMc Static
NR
2018
Perceptual Quality Assessment of HDR Deghosting Algorithms
Fang-2017
ICIP-2017 -
Dynamic
NR
2017
An Objective Deghosting Quality Metric for HDR Images
Tursun et al.
EUROGRAPHICS-2016 Tursun et al. Dynamic
RR
2016
Perceptual Quality Assessment for Multi-Exposure Image Fusion
MEF-SSIM
TIP-2015 MEF-SSIM Static
NR
2015
HDR-VDP-2: A Calibrated Visual Metric for Visibility and Quality Predictions in All Luminance Conditions
HDR-VDP-2
SIGGRAPH-2011 HDR-VDP-2 Dynamic
FR
2011