HDR Reconstruction

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Most implemented papers archive 2025-07-28

23 shown of 23 papers with code (45 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Luminance Attentive Networks for HDR Image and Panorama Reconstruction
  14 Sep 2021 2 repositories listed
  Based on this observation, we propose a novel normalization method called " HDR calibration " for HDR images stored in relative luminance, calibrating HDR images into a similar luminance scale according to the LDR…
• HDR image reconstruction from a single exposure using deep CNNs
  20 Oct 2017 2 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  We demonstrate that our approach can reconstruct high-resolution visually convincing HDR results in a wide range of situations, and that it generalizes well to reconstruction of images captured with arbitrary and…
• Intrinsic Single-Image HDR Reconstruction
  20 Sep 2024 1 repository listed Syntology ran 1 of 5 samples · 4 unverified · 5 pointer-only (licence)
  In this work, we introduce a physically-inspired remodeling of the HDR reconstruction problem in the intrinsic domain.
• Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging
  7 Mar 2024 1 repository listed
  This network, comprising single-frame HDR reconstruction with enhanced stop image (SHDR-ESI) and SHDR-ESI-assisted multi-exposure HDR reconstruction (SHDRA-MHDR), effectively leverages the ghost-free characteristic of…
• Pano-NeRF: Synthesizing High Dynamic Range Novel Views with Geometry from Sparse Low Dynamic Range Panoramic Images
  26 Dec 2023 1 repository listed
  However, in the case of inputting sparse Low Dynamic Range (LDR) panoramic images, NeRF often degrades with under-constrained geometry and is unable to reconstruct HDR radiance from LDR inputs.
• ParamISP: Learned Forward and Inverse ISPs using Camera Parameters
  20 Dec 2023 1 repository listed
  RAW images are rarely shared mainly due to its excessive data size compared to their sRGB counterparts obtained by camera ISPs.
• Self-Supervised High Dynamic Range Imaging with Multi-Exposure Images in Dynamic Scenes
  3 Oct 2023 1 repository listed Syntology ran 16 of 20 samples · 4 unverified · 20 pointer-only (licence)
  The color component is estimated from aligned multi-exposure images, while the structure one is generated through a structure-focused network that is supervised by the color component and an input reference (\eg,…
• Learning Continuous Exposure Value Representations for Single-Image HDR Reconstruction
  7 Sep 2023 1 repository listed
  To address this, we propose the continuous exposure value representation (CEVR), which uses an implicit function to generate LDR images with arbitrary EVs, including those unseen during training.
• RawHDR: High Dynamic Range Image Reconstruction from a Single Raw Image
  5 Sep 2023 1 repository listed Syntology ran 15 of 22 samples · 7 unverified
  Unlike existing methods, the core idea of this work is to incorporate more informative Raw sensor data to generate HDR images, aiming to recover scene information in hard regions (the darkest and brightest areas of an…
• High Dynamic Range Image Reconstruction via Deep Explicit Polynomial Curve Estimation
  31 Jul 2023 1 repository listed
  Besides, since all current datasets do not provide the corresponding relationship between the tone mapping function and the LDR image, we construct a new dataset with both synthetic and real images.
• LHDR: HDR Reconstruction for Legacy Content using a Lightweight DNN
  21 Nov 2022 1 repository listed
  High dynamic range (HDR) image is widely-used in graphics and photography due to the rich information it contains.
• Single-Image HDR Reconstruction by Multi-Exposure Generation
  28 Oct 2022 1 repository listed
  In this work, we propose a weakly supervised learning method that inverts the physical image formation process for HDR reconstruction via learning to generate multiple exposures from a single image.
• Perceptual Image Enhancement for Smartphone Real-Time Applications
  24 Oct 2022 1 repository listed
  Our experiments show that, with much fewer parameters and operations, our model can deal with the mentioned artifacts and achieve competitive performance compared with state-of-the-art methods on standard benchmarks.
• Exposure-Aware Dynamic Weighted Learning for Single-Shot HDR Imaging
  23 Oct 2022 1 repository listed
  We propose a novel single-shot high dynamic range (HDR) imaging algorithm based on exposure-aware dynamic weighted learning, which reconstructs an HDR image from a spatially varying exposure (SVE) raw image.
• Deep Unrolled Low-Rank Tensor Completion for High Dynamic Range Imaging
  1 Sep 2022 1 repository listed
  In this paper, we propose an algorithm unrolling approach to ghost-free HDR image synthesis algorithm that unrolls an iterative low-rank tensor completion algorithm into deep neural networks to take advantage of the…
• Comparison of single image HDR reconstruction methods — the caveats of quality assessment
  24 Jul 2022 1 repository listed
  As the problem of reconstructing high dynamic range (HDR) images from a single exposure has attracted much research effort, it is essential to provide a robust protocol and clear guidelines on how to evaluate and…
• How to cheat with metrics in single-image HDR reconstruction
  19 Aug 2021 1 repository listed
  Here, we reproduce a typical evaluation using existing as well as simulated SI-HDR methods to demonstrate how different aspects of the problem affect objective quality metrics.
• NTIRE 2021 Challenge on High Dynamic Range Imaging: Dataset, Methods and Results
  2 Jun 2021 1 repository listed
  This paper reviews the first challenge on high-dynamic range (HDR) imaging that was part of the New Trends in Image Restoration and Enhancement (NTIRE) workshop, held in conjunction with CVPR 2021.
• HDRUNet: Single Image HDR Reconstruction with Denoising and Dequantization
  27 May 2021 1 repository listed
  In this work, we propose a novel learning-based approach using a spatially dynamic encoder-decoder network, HDRUNet, to learn an end-to-end mapping for single image HDR reconstruction with denoising and dequantization.
• HDR Video Reconstruction: A Coarse-to-fine Network and A Real-world Benchmark Dataset
  27 Mar 2021 1 repository listed
  Secondly, we conduct more sophisticated alignment and temporal fusion in the feature space of the coarse HDR video to produce better reconstruction.
• HDR-GAN: HDR Image Reconstruction from Multi-Exposed LDR Images with Large Motions
  3 Jul 2020 1 repository listed Syntology ran 0 of 11 samples · 11 unverified
  To address these two problems, we propose in this paper a novel GAN-based model, HDR-GAN, for synthesizing HDR images from multi-exposed LDR images.
• Single-Image HDR Reconstruction by Learning to Reverse the Camera Pipeline
  2 Apr 2020 1 repository listed
  We model the HDRto-LDR image formation pipeline as the (1) dynamic range clipping, (2) non-linear mapping from a camera response function, and (3) quantization.
• Deep HDR Imaging via A Non-Local Network
  10 Feb 2020 1 repository listed
  In NHDRRnet, we first adopt an Unet architecture to fuse all inputs and map the fusion results into a low-dimensional deep feature space.

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.