zjh2333-hh / awesome-deep-hdr

A collection of deep learning based methods for HDR image synthesis

Awesome-Deep-HDR

A collection of deep learning based methods for HDR image synthesis

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]

Single image hdr reconstruction

• 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]

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)
  [ArXiv]

• HDR Video Reconstruction: A Coarse-to-fine Network and A Real-world Benchmark Dataset (CVPR 2021)
  [ArXiv]

Dataset

• Kalantari dataset: (for HDR synthesis) [link]

updating

Related

• Deep Bilateral Learning for Real-Time Image Enhancement (SIGGRAPH 2017)
  [project]
• HDR MATLAB/Octave Toolbox
  [Github]