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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

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