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 |