Tone Mapping

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 43 papers with code (128 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.

• Unprocessing Images for Learned Raw Denoising
  27 Nov 2018 4 repositories listed
  Machine learning techniques work best when the data used for training resembles the data used for evaluation.
• Lighting Every Darkness with 3DGS: Fast Training and Real-Time Rendering for HDR View Synthesis
  10 Jun 2024 2 repositories listed
  Volumetric rendering based methods, like NeRF, excel in HDR view synthesis from RAWimages, especially for nighttime scenes.
• 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…
• A Two-stage Deep Network for High Dynamic Range Image Reconstruction
  19 Apr 2021 2 repositories listed
  Notably, our proposed method aims to reconstruct an HDR image without knowing hardware information, including camera response function (CRF) and exposure settings.
• Towards Realistic Low-Light Image Enhancement via ISP Driven Data Modeling
  16 Apr 2025 1 repository listed
  This broadens the degradation space and enhances the diversity of the training data, enabling the generated data to capture a wide range of degradations and the complexities inherent in the ISP pipeline.
• GS-I³: Gaussian Splatting for Surface Reconstruction from Illumination-Inconsistent Images
  16 Mar 2025 1 repository listed
  Extensive experimental evaluations demonstrate that GS-3I can achieve robust and accurate surface reconstruction across complex illumination scenarios, highlighting its effectiveness and versatility in this critical…
• Thermal Chameleon: Task-Adaptive Tone-mapping for Radiometric Thermal-Infrared images
  24 Oct 2024 1 repository listed
  Thermal Infrared (TIR) imaging provides robust perception for navigating in challenging outdoor environments but faces issues with poor texture and low image contrast due to its 14/16-bit format.
• Deep chroma compression of tone-mapped images
  24 Sep 2024 1 repository listed
  Acquisition of high dynamic range (HDR) images is thriving due to the increasing use of smart devices and the demand for high-quality output.
• HDRSplat: Gaussian Splatting for High Dynamic Range 3D Scene Reconstruction from Raw Images
  23 Jul 2024 1 repository listed Syntology ran 9 of 9 samples · 0 unverified · 9 pointer-only (licence)
  However, with the exception of RawNeRF, all prior 3DGS and NeRF-based methods rely on 8-bit tone-mapped Low Dynamic Range (LDR) images for scene reconstruction.
• Simple Image Signal Processing using Global Context Guidance
  17 Apr 2024 1 repository listed
  First, we propose a novel module that can be integrated into any neural ISP to capture the global context information from the full RAW images.
• Deep Video Inverse Tone Mapping Based on Temporal Clues
  1 Jan 2024 1 repository listed
  Although many deep image ITM methods can generate impressive results the field of video ITM is still to be explored.
• Zero-Shot Structure-Preserving Diffusion Model for High Dynamic Range Tone Mapping
  1 Jan 2024 1 repository listed
  However obtaining paired HDR and high-quality LDR images is difficult posing a challenge to deep learning based tone mapping methods.
• Lookup Table meets Local Laplacian Filter: Pyramid Reconstruction Network for Tone Mapping
  26 Oct 2023 1 repository listed
  Furthermore, we utilize local Laplacian filters to refine the edge details in the high-frequency components in an adaptive manner.
• Redistributing the Precision and Content in 3D-LUT-based Inverse Tone-mapping for HDR/WCG Display
  29 Sep 2023 1 repository listed
  The latter requires more efficiency, thus the pre-calculated LUT (look-up table) has become a popular solution.
• Improving Lens Flare Removal with General Purpose Pipeline and Multiple Light Sources Recovery
  31 Aug 2023 1 repository listed Syntology ran 9 of 12 samples · 3 unverified · 12 pointer-only (licence)
  In this paper, we propose a solution to improve the performance of lens flare removal by revisiting the ISP and remodeling the principle of automatic exposure in the synthesis pipeline and design a more reliable light…
• Generalized Lightness Adaptation with Channel Selective Normalization
  26 Aug 2023 1 repository listed Syntology ran 7 of 11 samples · 4 unverified
  Existing methods typically work well on their trained lightness conditions but perform poorly in unknown ones due to their limited generalization ability.
• 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.
• Lightweight Improved Residual Network for Efficient Inverse Tone Mapping
  8 Jul 2023 1 repository listed
  But the majority of media images on the internet remain in 8-bit standard dynamic range (SDR) format.
• NILUT: Conditional Neural Implicit 3D Lookup Tables for Image Enhancement
  20 Jun 2023 1 repository listed
  Moreover, a NILUT can be extended to incorporate multiple styles into a single network with the ability to blend styles implicitly.
• Joint Multi-Scale Tone Mapping and Denoising for HDR Image Enhancement
  16 Mar 2023 1 repository listed
  Besides noise from the imaging sensors, almost every step in the ISP introduces or amplifies noise in different ways, and denoising operators are designed to reduce the noise from these sources.
• Unsupervised HDR Image and Video Tone Mapping via Contrastive Learning
  13 Mar 2023 1 repository listed
  We construct a large-scale unpaired HDR-LDR video dataset to facilitate the unsupervised training process for video tone mapping.
• Improving Lens Flare Removal with General-Purpose Pipeline and Multiple Light Sources Recovery
  1 Jan 2023 1 repository listed
  In this paper, we propose a solution to improve the performance of lens flare removal by revisiting the ISP and remodeling the principle of automatic exposure in the synthesis pipeline and design a more reliable light…
• 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.
• Distilling Style from Image Pairs for Global Forward and Inverse Tone Mapping
  30 Sep 2022 1 repository listed
  Many image enhancement or editing operations, such as forward and inverse tone mapping or color grading, do not have a unique solution, but instead a range of solutions, each representing a different style.
• Text2Light: Zero-Shot Text-Driven HDR Panorama Generation
  20 Sep 2022 1 repository listed
  To achieve super-resolution inverse tone mapping, we derive a continuous representation of 360-degree imaging from the LDR panorama as a set of structured latent codes anchored to the sphere.
• UDC-UNet: Under-Display Camera Image Restoration via U-Shape Dynamic Network
  5 Sep 2022 1 repository listed
  Particularly, flare and blur in UDC images could severely deteriorate the user experience in high dynamic range (HDR) scenes.
• HDR-Plenoxels: Self-Calibrating High Dynamic Range Radiance Fields
  14 Aug 2022 1 repository listed Syntology ran 6 of 7 samples · 1 unverified
  Our voxel-based volume rendering pipeline reconstructs HDR radiance fields with only multi-view LDR images taken from varying camera settings in an end-to-end manner and has a fast convergence speed.
• Joint Super-Resolution and Inverse Tone-Mapping: A Feature Decomposition Aggregation Network and A New Benchmark
  7 Jul 2022 1 repository listed
  Joint Super-Resolution and Inverse Tone-Mapping (joint SR-ITM) aims to increase the resolution and dynamic range of low-resolution and standard dynamic range images.
• Rendering Nighttime Image Via Cascaded Color and Brightness Compensation
  19 Apr 2022 1 repository listed
  Image signal processing (ISP) is crucial for camera imaging, and neural networks (NN) solutions are extensively deployed for daytime scenes.
• A Mixed Quantization Network for Computationally Efficient Mobile Inverse Tone Mapping
  12 Mar 2022 1 repository listed
  Recovering a high dynamic range (HDR) image from a single low dynamic range (LDR) image, namely inverse tone mapping (ITM), is challenging due to the lack of information in over- and under-exposed regions.

Syntology lines on 4 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.