A collection of deep learning based methods for HDR image synthesis
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Deep high dynamic range imaging of dynamic scenes (SIGGRAPH Asia 2017)
[Paper] [Project] [Code::matlab (Official)] [Code::TensorFlow] -
Multi-scale Dense Networks for Deep High Dynamic Range Imaging (WACV 2019)
[Paper]) -
Deep High Dynamic Range Imaging with Large Foreground Motions] (ECCV 2018)
[Paper] [Project & Code] -
Attention-guided Network for Ghost-free High Dynamic Range Imaging (CVPR 2019)
[Paper]) [Code] [Project] -
Deep HDR Imaging via A Non-Local Network (TIP 2020)
[Paper] [Code]
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HDR image reconstruction from a single exposure using deep CNNs (SiGGRAPH Asia 2017)
[Paper] [Project] -
Deep Chain HDRI: Reconstructing a High Dynamic Range Image from a Single Low Dynamic Range Image (IEEE Access 2018)
[Paper] -
Deep Recursive HDRI: Inverse Tone Mapping using Generative Adversarial Networks (ECCV 2018)
[Paper] [Code] -
Deep Reverse Tone Mapping (SIGGRAPH ASIA 2017)
[Paper] [Project & Code] -
Hybrid Loss for Learning Single-Image-based HDR Reconstruction (ArXiv 2018)
[Paper] -
FHDR: HDR Image Reconstruction from a Single LDR Image using Feedback Network (Global SIP 2019)
[Paper] [Code] -
Single Image HDR Reconstruction Using a CNN with Masked Features and Perceptual Loss (SIGGRAPH 2020)
[Paper] [Code] -
Single-Image HDR Reconstruction by Learning to Reverse the Camera Pipeline (CVPR 2020)
[Paper] [Code] -
Learning Image-adaptive 3D Lookup Tables for High Performance Photo Enhancement in Real-time (TPAMI 2020)
[Paper] [Code]
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Deep HDR Video from Sequences with Alternating Exposures (Eurographics 2019)
[Paper] -
Single-frame Regularization for Temporally Stable CNNs
(CVPR 2019) [project] -
JSI-GAN: GAN-Based Joint Super-Resolution and Inverse Tone-Mapping with Pixel-Wise Task-Specific Filters for UHD HDR Video (AAAI 2020)
[ArXiv]
- Kalantari dataset: (for HDR synthesis) [link]
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