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Low-light Image Enhancement via a Frequency-based Model with Structure and Texture Decomposition

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Outgoing claims: the papers this work cites, builds on, or argues with.

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Fast Noise Variance Estimation
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Nonlinear total variation based noise removal algorithms
inferredcites →https://doi.org/10.1016/j.sigpro.2016.05.031openalex-snapshot
A fusion-based enhancing method for weakly illuminated images
inferredcites →https://doi.org/10.1016/s0262-8856(02)00048-3openalex-snapshot
British Machine Vision Conference 2000
inferredcites →https://doi.org/10.1038/scientificamerican1277-108openalex-snapshot
The Retinex Theory of Color Vision
inferredcites →https://doi.org/10.1109/76.915354openalex-snapshot
An advanced contrast enhancement using partially overlapped sub-block histogram equalization
inferredcites →https://doi.org/10.1109/83.557356openalex-snapshot
Properties and performance of a center/surround retinex
inferredcites →https://doi.org/10.1109/83.597272openalex-snapshot
A multiscale retinex for bridging the gap between color images and the human observation of scenes
inferredcites →https://doi.org/10.1109/cvpr.2016.304openalex-snapshot
A Weighted Variational Model for Simultaneous Reflectance and Illumination Estimation
inferredcites →https://doi.org/10.1109/cvpr.2016.90openalex-snapshot
Deep Residual Learning for Image Recognition
inferredcites →https://doi.org/10.1109/cvpr.2017.243openalex-snapshot
Densely Connected Convolutional Networks
inferredcites →https://doi.org/10.1109/eict.2014.6777872openalex-snapshot
Brightness preserving Bi-histogram equalization using edge pixels information
inferredcites →https://doi.org/10.1109/iccv.2017.431openalex-snapshot
A Joint Intrinsic-Extrinsic Prior Model for Retinex
inferredcites →https://doi.org/10.1109/icip.2015.7351501openalex-snapshot
A low-light image enhancement method for both denoising and contrast enlarging
inferredcites →https://doi.org/10.1109/icisc.2018.8398874openalex-snapshot
A study on Retinex based method for image enhancement
inferredcites →https://doi.org/10.1109/icivc.2018.8492727openalex-snapshot
Character Recognition Method for Low-Contrast Images of Numerical Instruments
inferredcites →https://doi.org/10.1109/icoei.2019.8862794openalex-snapshot
Object Detection in Underwater Image by Detecting Edges using Adaptive Thresholding
inferredcites →https://doi.org/10.1109/iscas.2018.8351427openalex-snapshot
Joint Enhancement and Denoising Method via Sequential Decomposition
inferredcites →https://doi.org/10.1109/itnec.2017.8284852openalex-snapshot
FPGA accelerates deep residual learning for image recognition
inferredcites →https://doi.org/10.1109/lsp.2012.2227726openalex-snapshot
Making a “Completely Blind” Image Quality Analyzer
inferredcites →https://doi.org/10.1109/ncc.2015.7084843openalex-snapshot
Blind image quality evaluation using perception based features
inferredcites →https://doi.org/10.1109/tcsvt.2016.2527338openalex-snapshot
Contrast Enhancement Using Stratified Parametric-Oriented Histogram Equalization
inferredcites →https://doi.org/10.1109/tcsvt.2020.2987465openalex-snapshot
High-Quality R-CNN Object Detection Using Multi-Path Detection Calibration Network
inferredcites →https://doi.org/10.1109/tcsvt.2020.3009717openalex-snapshot
A Survey of Multiple Pedestrian Tracking Based on Tracking-by-Detection Framework
inferredcites →https://doi.org/10.1109/tip.2003.819861openalex-snapshot
Image quality assessment: from error visibility to structural similarity
inferredcites →https://doi.org/10.1109/tip.2007.901238openalex-snapshot
Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering
inferredcites →https://doi.org/10.1109/tip.2013.2261309openalex-snapshot
Naturalness Preserved Enhancement Algorithm for Non-Uniform Illumination Images
inferredcites →https://doi.org/10.1109/tip.2015.2446943openalex-snapshot
Annihilating Filter-Based Low-Rank Hankel Matrix Approach for Image Inpainting
inferredcites →https://doi.org/10.1109/tip.2015.2474701openalex-snapshot
A Probabilistic Method for Image Enhancement With Simultaneous Illumination and Reflectance Estimation
inferredcites →https://doi.org/10.1109/tip.2016.2639450openalex-snapshot
LIME: Low-Light Image Enhancement via Illumination Map Estimation
inferredcites →https://doi.org/10.1109/tip.2017.2686652openalex-snapshot
GRASS: A Gradient-Based Random Sampling Scheme for Milano Retinex
inferredcites →https://doi.org/10.1109/tip.2018.2810539openalex-snapshot
Structure-Revealing Low-Light Image Enhancement Via Robust Retinex Model
inferredcites →https://doi.org/10.1109/tip.2018.2858541openalex-snapshot
STAR: A Segmentation-Based Approximation of Point-Based Sampling Milano Retinex for Color Image Enhancement
inferredcites →https://doi.org/10.1109/tip.2019.2922106openalex-snapshot
Low-Light Image Enhancement via the Absorption Light Scattering Model
inferredcites →https://doi.org/10.1109/tip.2019.2938310openalex-snapshot
A Biological Vision Inspired Framework for Image Enhancement in Poor Visibility Conditions
inferredcites →https://doi.org/10.1109/tip.2020.2974060openalex-snapshot
STAR: A Structure and Texture Aware Retinex Model
inferredcites →https://doi.org/10.1109/tip.2020.2984098openalex-snapshot
LR3M: Robust Low-Light Enhancement via Low-Rank Regularized Retinex Model
inferredcites →https://doi.org/10.1109/tip.2021.3050850openalex-snapshot
Sparse Gradient Regularized Deep Retinex Network for Robust Low-Light Image Enhancement
inferredcites →https://doi.org/10.1109/tip.2021.3062724openalex-snapshot
An Image Contrast Measure Based on Retinex Principles
inferredcites →https://doi.org/10.1109/tpami.2008.24openalex-snapshot
Unsupervised Category Modeling, Recognition, and Segmentation in Images
inferredcites →https://doi.org/10.1109/tpami.2010.168openalex-snapshot
Single Image Haze Removal Using Dark Channel Prior
inferredcites →https://doi.org/10.1117/1.jei.26.3.031207openalex-snapshot
Milano Retinex family
inferredcites →https://doi.org/10.1142/s0218001423540034openalex-snapshot
Low-Light Image Enhancement with Contrast Increase and Illumination Smooth
inferredcites →https://doi.org/10.1145/2726947openalex-snapshot
An Advanced Visibility Restoration Algorithm for Single Hazy Images
inferredcites →https://doi.org/10.1145/3341728openalex-snapshot
Image/Video Restoration via Multiplanar Autoregressive Model and Low-Rank Optimization
inferredcites →https://doi.org/10.1145/3343031.3350926openalex-snapshot
Kindling the Darkness
inferredcites →https://doi.org/10.1145/3414839openalex-snapshot
Exploring Image Enhancement for Salient Object Detection in Low Light Images
inferredcites →https://doi.org/10.1364/josa.61.000001openalex-snapshot
Lightness and Retinex Theory
inferredcites →https://doi.org/10.1364/josaa.33.000031openalex-snapshot
Energy-driven path search for Termite Retinex
inferredcites →https://doi.org/10.1609/aaai.v36i3.20162openalex-snapshot
Low-Light Image Enhancement with Normalizing Flow
inferredcites →https://doi.org/10.48550/arxiv.2205.14871openalex-snapshot
You Only Need 90K Parameters to Adapt Light: A Light Weight Transformer for Image Enhancement and Exposure Correction

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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inferred← citeshttps://doi.org/10.1016/j.eswa.2026.131378openalex-snapshot
Chrysanthemum image quality assessment via multi-scale feature fusion and meta-learning
inferred← citeshttps://doi.org/10.1016/j.imu.2026.101826openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.ipm.2026.105217openalex-snapshot
DPCformer: Dual-Prior Calibration Transformer for low-light image enhancement
inferred← citeshttps://doi.org/10.1016/j.jvcir.2026.104982openalex-snapshot
A Retinex-based iterative network with adversarial discrimination for low-light image enhancement
inferred← citeshttps://doi.org/10.1016/j.neucom.2025.131353openalex-snapshot
RIANet: Regional interaction attention network for the segmentation of ultrasound images
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OFMAD-TC: A tropical cyclone detection method with optical flow and morphology awareness
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Multimodal progressive contrastive learning for sentiment analysis
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UQuadCGAN: Uncertainty-driven cycle-consistent GAN with channel-spatial guided attention for low-light image enhancement
inferred← citeshttps://doi.org/10.1016/j.neunet.2025.108004openalex-snapshot
Synchronization of neural networks with and without disturbance input via control Lyapunov function
inferred← citeshttps://doi.org/10.1016/j.optlastec.2025.113739openalex-snapshot
A joint approach to low-light image enhancement at high ISO: Denoising with retinex-based restoration
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Cross-medium distorted image restoration via physical prior and dual-domain constrained CGAN
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RGB-D image-based real-time pose estimation algorithm for mobile robots with rectangular body
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Retinex decomposition based low‐light image enhancement by integrating Swin transformer and U‐Net‐like architecture
inferred← citeshttps://doi.org/10.1109/cicn67655.2025.11368030openalex-snapshot
Comparative Analysis of Low Light Image Enhancement on Augmented Dataset
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SFRC-Flow: Spatial–Frequency Dual-Domain Refinement and Motion Prior Calibration for Low-Light Optical Flow Estimation
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A Semantic-Aware Detail Adaptive Network for Image Enhancement
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Low-Light Image Enhancement Using a Retinex-Based Variational Model With Weighted $L_{p}$ Norm Constraint
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Optimizing a 4D Lookup Table for Low-Light Video Enhancement via Wavelet Priori
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Fusion parametric image enhanced micro‐damage edge gradient extraction in ceramic bearings
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NSDIE: Noise Suppressing Dark Image Enhancement Using Multiscale Retinex and Low-Rank Minimization
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Suitable and Style-Consistent Multi-Texture Recommendation for Cartoon Illustrations
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Illumination-Aware Low-Light Image Enhancement with Transformer and Auto-Knee Curve
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Light-Aware Contrastive Learning for Low-Light Image Enhancement
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A Deep Retinex-Based Low-Light Enhancement Network Fusing Rich Intrinsic Prior Information
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TEC-CNN: Toward Efficient Compressing of Convolutional Neural Nets with Low-rank Tensor Decomposition
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Adaptive Multi-Exposure Image Correction via Joint Lightness and Structure Awareness
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Transformer-Based and Structure-Aware Dual-Stream Network for Low-Light Image Enhancement
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Low-Light Image Enhancement via CLIP-Fourier Guided Wavelet Diffusion
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RHVI-FDD: A Hierarchical Decoupling Framework for Low-Light Image Enhancement
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Enhancing low-light images with MSHCDI-Net: A multi-scale hybrid cross-domain interaction approach
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