Demosaicking

Description from the archive 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.

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 64 papers with code (150 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.

• Projected Distribution Loss for Image Enhancement
  16 Dec 2020 4 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  More explicitly, we show that in imaging applications such as denoising, super-resolution, demosaicing, deblurring and JPEG artifact removal, the proposed learning loss outperforms the current state-of-the-art on…
• Plug-and-Play Image Restoration with Deep Denoiser Prior
  31 Aug 2020 4 repositories listed Syntology ran 3 of 28 samples · 25 unverified
  Recent works on plug-and-play image restoration have shown that a denoiser can implicitly serve as the image prior for model-based methods to solve many inverse problems.
• Replacing Mobile Camera ISP with a Single Deep Learning Model
  13 Feb 2020 3 repositories listed
  The model is trained to convert RAW Bayer data obtained directly from mobile camera sensor into photos captured with a professional high-end DSLR camera, making the solution independent of any particular mobile ISP…
• CURL: Neural Curve Layers for Global Image Enhancement
  29 Nov 2019 3 repositories listed
  We present a novel approach to adjust global image properties such as colour, saturation, and luminance using human-interpretable image enhancement curves, inspired by the Photoshop curves tool.
• Handheld Multi-Frame Super-Resolution
  8 May 2019 3 repositories listed
  In this paper, we supplant the use of traditional demosaicing in single-frame and burst photography pipelines with a multiframe super-resolution algorithm that creates a complete RGB image directly from a burst of CFA…
• Memory-Efficient Network for Large-scale Video Compressive Sensing
  4 Mar 2021 2 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  With the knowledge of masks, optimization algorithms or deep learning methods are employed to reconstruct the desired high-speed video frames from this snapshot measurement.
• Pyramid Attention Networks for Image Restoration
  28 Apr 2020 2 repositories listed Syntology ran 1 of 2 samples · 1 unverified
  Self-similarity refers to the image prior widely used in image restoration algorithms that small but similar patterns tend to occur at different locations and scales.
• Residual Non-local Attention Networks for Image Restoration
  24 Mar 2019 2 repositories listed
  To address this issue, we design local and non-local attention blocks to extract features that capture the long-range dependencies between pixels and pay more attention to the challenging parts.
• DeepISP: Towards Learning an End-to-End Image Processing Pipeline
  20 Jan 2018 2 repositories listed
  We present DeepISP, a full end-to-end deep neural model of the camera image signal processing (ISP) pipeline.
• PIDSR: Complementary Polarized Image Demosaicing and Super-Resolution
  10 Apr 2025 1 repository listed
  In this paper, we propose PIDSR, a joint framework that performs complementary Polarized Image Demosaicing and Super-Resolution, showing the ability to robustly obtain high-quality HR polarized images with more accurate…
• Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing
  20 Mar 2025 1 repository listed
  Quad Bayer demosaicing is the central challenge for enabling the widespread application of Hybrid Event-based Vision Sensors (HybridEVS).
• Learning Joint Denoising, Demosaicing, and Compression from the Raw Natural Image Noise Dataset
  15 Jan 2025 1 repository listed
  This paper introduces the Raw Natural Image Noise Dataset (RawNIND), a diverse collection of paired raw images designed to support the development of denoising models that generalize across sensors, image development…
• Retinex-RAWMamba: Bridging Demosaicing and Denoising for Low-Light RAW Image Enhancement
  11 Sep 2024 1 repository listed
  Low-light image enhancement, particularly in cross-domain tasks such as mapping from the raw domain to the sRGB domain, remains a significant challenge.
• Efficient Polarization Demosaicking via Low-cost Edge-aware and Inter-channel Correlation
  30 Aug 2024 1 repository listed
  Efficient and high-fidelity polarization demosaicking is critical for industrial applications of the division of focal plane (DoFP) polarization imaging systems.
• Learning deep illumination-robust features from multispectral filter array images
  22 Jul 2024 1 repository listed
  It involves: \textit{raw spectral constancy} to mitigate the impact of illumination, \textit{MSFA-preserving} transformations suited for raw image augmentation to train DNNs on diverse raw textures, and…
• Learning Binary Color Filter Arrays with Trainable Hard Thresholding
  20 Jun 2024 1 repository listed
  Color Filter Arrays (CFA) are optical filters in digital cameras that capture specific color channels.
• DemosaicFormer: Coarse-to-Fine Demosaicing Network for HybridEVS Camera
  12 Jun 2024 1 repository listed
  Coarse demosaicing network is designed to produce a preliminary high-quality estimate of the RGB image from the HybridEVS raw data while the pixel correction network enhances the performance of image restoration and…
• A New Multi-Picture Architecture for Learned Video Deinterlacing and Demosaicing with Parallel Deformable Convolution and Self-Attention Blocks
  19 Apr 2024 1 repository listed
  We propose a new multi-picture architecture for video deinterlacing or demosaicing by aligning multiple supporting pictures with missing data to a reference picture to be reconstructed, benefiting from both local and…
• Event Camera Demosaicing via Swin Transformer and Pixel-focus Loss
  3 Apr 2024 1 repository listed
  To end this, we present a Swin-Transformer-based backbone and a pixel-focus loss function for demosaicing with missing pixel values in RAW domain processing.
• Toward Accurate and Temporally Consistent Video Restoration from Raw Data
  25 Dec 2023 1 repository listed
  Extensive experiments demonstrate the leading VJDD performance of our method in term of restoration accuracy, perceptual quality and temporal consistency.
• Toward DNN of LUTs: Learning Efficient Image Restoration with Multiple Look-Up Tables
  25 Mar 2023 1 repository listed
  However, the size of a single LUT grows exponentially with the increase of its indexing capacity, which restricts its receptive field and thus the performance.
• 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.
• Deep Demosaicing for Polarimetric Filter Array Cameras
  24 Nov 2022 1 repository listed
  Polarisation Filter Array (PFA) cameras allow the analysis of light polarisation state in a simple and cost-effective manner.
• Joint demosaicing and fusion of multiresolution coded acquisitions: A unified image formation and reconstruction method
  3 Sep 2022 1 repository listed
  Novel optical imaging devices allow for hybrid acquisition modalities such as compressed acquisitions with locally different spatial and spectral resolutions captured by a single focal plane array.
• A Differentiable Two-stage Alignment Scheme for Burst Image Reconstruction with Large Shift
  17 Mar 2022 1 repository listed
  Denoising and demosaicking are two essential steps to reconstruct a clean full-color image from the raw data.
• PyNET-QxQ: An Efficient PyNET Variant for QxQ Bayer Pattern Demosaicing in CMOS Image Sensors
  8 Mar 2022 1 repository listed
  Additionally, modern mobile cameras employ non-Bayer color filter arrays (CFA) such as Quad Bayer, Nona Bayer, and QxQ Bayer to enhance image quality, yet most existing deep learning-based ISP (or demosaicing) models…
• Adaptive Cross-Layer Attention for Image Restoration
  4 Mar 2022 1 repository listed Syntology ran 2 of 5 samples · 3 unverified
  Non-local attention module has been proven to be crucial for image restoration.
• Two-Stage is Enough: A Concise Deep Unfolding Reconstruction Network for Flexible Video Compressive Sensing
  15 Jan 2022 1 repository listed
  We consider the reconstruction problem of video compressive sensing (VCS) under the deep unfolding/rolling structure.
• Adaptive Deep PnP Algorithm for Video Snapshot Compressive Imaging
  14 Jan 2022 1 repository listed
  Towards this end, in this work, we propose the online PnP algorithm which can adaptively update the network's parameters within the PnP iteration; this makes the denoising network more applicable to the desired data in…
• Formulating Event-based Image Reconstruction as a Linear Inverse Problem with Deep Regularization using Optical Flow
  12 Dec 2021 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Event cameras are novel bio-inspired sensors that measure per-pixel brightness differences asynchronously.

Syntology lines on 6 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.