Awesome-Deep-HDR

A collection of deep learning based methods for HDR image synthesis

Challenges

• [CVPR 2021 Workshop]

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 | Project | Dataset

• 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

• Deep SR-ITM: Joint Learning of Super-Resolution and Inverse Tone-Mapping for 4K UHD HDR Applications
  ICCV 2019| paper

• 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
  ICCV 2021 | ArXiv | Project | Code::Pytorch | Dataset

• A New Journey from SDRTV to HDRTV
  ICCV 2021 | code

Dataset

• [Kalantari Dataset in SIGGRAPH17]
• [CVPR19 Single Frame]
• [NTIRE 2021 High Dynamic Range Challenge (Track 1 Single Frame)]
• [NTIRE 2021 High Dynamic Range Challenge (Track 2 Multi Frame)]

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]