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Awesome-Deep-HDR

A collection of deep learning based methods for HDR image synthesis

Challenges

Multi-View HDR Image Synthesis

  • 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

  • HDR-GAN: HDR Image Reconstruction from Multi-Exposed LDR Images with Large Motions
    TIP 2021 | paper

Single Image HDR Reconstruction

  • HDR image reconstruction from a single exposure using deep CNNs
    SiGGRAPH Asia 2017 | Paper | Project

  • ExpandNet: A Deep Convolutional Neural Network for High Dynamic Range Expansion from Low Dynamic Range Content
    Eurographics 2018/Computer Graphics Forum | paper | code

  • 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

  • End-to-End Differentiable Learning to HDR Image Synthesis for Multi-exposure Images
    AAAI 2021 | Paper

  • Beyond Visual Attractiveness: Physically Plausible Single Image HDR Reconstruction for Spherical Panoramas
    ArXiv 2021 | Paper

HDR Video

  • 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| paper

  • HDR Video Reconstruction: A Coarse-to-fine Network and A Real-world Benchmark Dataset
    CVPR 2021 | ArXiv

Dataset

updating

Related

  • Deep Bilateral Learning for Real-Time Image Enhancement
    SIGGRAPH 2017| project

  • Learning Image-adaptive 3D Lookup Tables for High Performance Photo Enhancement in Real-time
    TPAMI 2020 | Paper | Code

  • HDR MATLAB/Octave Toolbox
    [Github]

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A collection of deep learning based methods for HDR image synthesis

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