Repository of learning-based HDR-related papers, including but not limited to image/video inverse tone mapping, multiple exposure fusion, metrics, datasets and tools. (some of the content is referenced in https://github.com/vinthony/awesome-deep-hdr, since it seems stop updating, I have extended it and try to keep it up to date.)

Inverse Tone Mapping (Single Image)

• Learning High Dynamic Range from Outdoor Panoramas
  ICCV 2017 | Paper | Project

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

• Deep Reverse Tone Mapping
  SIGGRAPH Asia 2017 | Paper | project & code

• ExpandNet: A Deep Convolutional Neural Network for High Dynamic Range Expansion from Low Dynamic Range Content
  Eurographics 2018 | 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

• 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

• Deep Inverse Tone Mapping for Compressed Images
  IEEE Access 2019 | Paper

• 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

• Single Exposure High Dynamic Range Image Reconstruction Based on Deep Dual-Branch Network
  IEEE Access 2020 | Paper

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

• Learning to Generate Multi-Exposure Stacks With Cycle Consistency for High Dynamic Range Imaging
  TMM 2021 | Paper

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

• Deep HDR estimation with generative detail reconstruction
  Eurographics 2021 | Paper

• Luminance Attentive Networks for HDR Image and Panorama Reconstruction
  Pacificgraphics 2021 | Paper | Code

• HDR-cGAN: Single LDR to HDR Image Translation using Conditional GAN
  ICVGIP 2021 | Paper

• Deep HDR Hallucination for Inverse Tone Mapping
  Sensors 2021 | Paper

• Deep Arbitrary HDRI: Inverse Tone Mapping with Controllable Exposure Changes
  TMM 2021 | Paper

• Lightness Modulated Deep Inverse Tone Mapping
  ArXiv 2021 | Paper

• Ultra-High-Definition Image HDR Reconstruction via Collaborative Bilateral Learning
  ICCV 2021 | Paper

• A Mixed Quantization Network for Computationally Efficient Mobile Inverse Tone Mapping
  BMVC 2021 Paper

• LiTMNet: A deep CNN for efficient HDR image reconstruction from a single LDR image
  Pattern Recognition 2022 Paper

• Single-Image HDR Reconstruction by Multi-Exposure Generation
  WACV 2022 Paper

• KUNet: Imaging Knowledge-Inspired Single HDR Image Reconstruction
  IJCAI 2022 Paper

• LHDR: HDR Reconstruction for Legacy Content using a Lightweight DNN
  ACCV 2022 Paper

Inverse Tone Mapping (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 | Paper | Project | Code::Pytorch | Dataset

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

• Unsupervised HDR Imaging: What Can Be Learned from a Single 8-bit Video?
  Arxiv 2022 Paper

• Global Priors Guided Modulation Network for Joint Super-Resolution and Inverse Tone-Mapping
  Arxiv 2022 Paper

• SDRTV-to-HDRTV via Hierarchical Dynamic Context Feature Mapping
  Arxiv 2022 Paper

• DeepHS-HDRVideo: Deep High Speed High Dynamic Range Video Reconstruction
  Arxiv 2022 Paper

• SDRTV-to-HDRTV Conversion via Spatial-Temporal Feature Fusion
  Arxiv 2022 Paper

• Towards Real-World HDRTV Reconstruction: A Data Synthesis-Based Approach
  ECCV 2022 Paper

Multiple Exposure Fusion (mainly for dynamic scenes)

• Deep high dynamic range imaging of dynamic scenes
  SIGGRAPH Asia 2017 | Paper | Project | Code::matlab (Official) | Code::TensorFlow
  

• Deep High Dynamic Range Imaging with Large Foreground Motions
  ECCV 2018 | paper | project & code

• Multi-scale Dense Networks for Deep High Dynamic Range Imaging
  WACV 2019 | Paper

• 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

• Ghost-Free Deep High-Dynamic-Range Imaging Using Focus Pixels for Complex Motion Scenes
  TIP 2021 | paper

• Self-Gated Memory Recurrent Network for Efficient Scalable HDR Deghosting
  TCI 2021 | paper

• Labeled from Unlabeled: Exploiting Unlabeled Data for Few-shot Deep HDR Deghosting
  CVPR 2021 | paper

• GHOST-FREE HDR IMAGING VIA UNROLLING LOW-RANK MATRIX COMPLETION
  ICIP 2021 | paper

• Deep SR-HDR: Joint Learning of Super-Resolution and High Dynamic Range Imaging for Dynamic Scenes
  TMM 2021 | paper

• Progressive and Selective Fusion Network for High Dynamic Range Imaging
  TMM 2021 | paper

• Multi-scale Sampling and Aggregation Network For High Dynamic Range Imaging
  Arxiv 2022 | paper

• Learning Regularized Multi-Scale Feature Flow for High Dynamic Range Imaging
  Arxiv 2022 | paper

• FlexHDR: Modelling Alignment and Exposure Uncertainties for Flexible HDR Imaging
  Arxiv 2022 | paper

• DISENTANGLED FEATURE-GUIDED MULTI-EXPOSURE HIGH DYNAMIC RANGE IMAGING
  Arxiv 2022 | paper

• Dual-Attention-Guided Network for Ghost-Free High Dynamic Range Imaging
  IJCV 2022 | paper

• Deep Unrolled Low-Rank Tensor Completion for High Dynamic Range Imaging
  TIP 2022 | paper

• UPHDR-GAN: Generative Adversarial Network for High Dynamic Range Imaging With Unpaired Data
  TCSVT 2022 | paper

• Selective TransHDR: Transformer-Based Selective HDR Imaging Using Ghost Region Mask
  ECCV 2022 | paper

• Ghost-free High Dynamic Range Imaging with ontext-aware Transformer
  ECCV 2022 | paper| code

• HDRfeat: A Feature-Rich Network for High Dynamic Range Image Reconstruction
  Arxiv 2022 | paper

• Attention-Guided Progressive Neural Texture Fusion for High Dynamic Range Image Restoration
  TIP 2022 | paper

• Segmentation Guided Deep HDR Deghosting
  Arxiv 2022 | paper

• High Dynamic Range Imaging of Dynamic Scenes with Saturation Compensation but without Explicit Motion Compensation
  WACV 2022 | paper

• High Dynamic Range Imaging for Dynamic Scenes With Large-Scale Motions and Severe Saturation
  TIM 2022 | paper

• HDR-AGAN: GHOST-FREE HIGH DYNAMIC RANGE IMAGING WITH ATTENTION GUIDED ADVERSARIAL NETWORK
  ICIP 2022 | paper

• Attention‑guided network with inverse tone‑mapping guided up‑sampling for HDR imaging of dynamic scenes
  Multimedia Tools and Applications 2022 | paper

Survey

• Deep Learning for HDR Imaging: State-of-the-Art and Future Trends
  Arxiv 2021 Paper

Metrics

• Extending Quality Metrics to Full Luminance Range Images
  Human vision and electronic imaging 2008| paper | Project

• HDR-VDP-2: A calibrated visual metric for visibility and quality predictions in all luminance conditions
  SiGGRAPH 2011| paper | Project

• FovVideoVDP: A Visible Difference Predictor for Wide Field-of-View Video
  SiGGRAPH 2021| paper | code

• Comparison of single image HDR reconstruction methods the caveats of quality assessment
  SiGGRAPH 2022 | paper | Project

Others

• How to cheat with metrics in single-image HDR reconstruction
  ICCVW 2021 | Paper

Dataset

• HDR Survey.
• Stanford HDR Dataset.
• Funt et al.'s HDR Dataset.
• The Laval Indoor HDR Dataset.
• Paul Debevec's HDR images.
• MPI's HDR Gallery.
• HDR Eye.
• Greg Ward's HDR images.
• Rafal Mantiuk's HDR images.
• Stuttgart HDR Video Dataset.
• UBC DML-HDR Dataset.

Challenges

• [CVPR 2021 Workshop]
• [CVPR 2022 Workshop]
• [ICIP 2022 Workshop]

Tools

• HDR MATLAB/Octave Toolbox
  [Github]
• PFSTools
  [code]