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An Overview of Underwater Vision Enhancement: From Traditional Methods to Recent Deep Learning

https://doi.org/10.3390/jmse10020241

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

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A Mathematical Theory of Communication

inferredcites →https://doi.org/10.1007/978-3-030-01246-5_14openalex-snapshot

Deep Video Quality Assessor: From Spatio-Temporal Visual Sensitivity to a Convolutional Neural Aggregation Network

inferredcites →https://doi.org/10.1007/978-3-319-59773-7_19openalex-snapshot

A Deep Learning Approach for Underwater Image Enhancement

inferredcites →https://doi.org/10.1007/s00530-020-00693-2openalex-snapshot

A hybrid algorithm for underwater image restoration based on color correction and image sharpening

inferredcites →https://doi.org/10.1007/s11042-021-11095-5openalex-snapshot

A new underwater image enhancement algorithm based on adaptive feedback and Retinex algorithm

inferredcites →https://doi.org/10.1007/s11045-016-0407-2openalex-snapshot

Underwater video dehazing based on spatial–temporal information fusion

inferredcites →https://doi.org/10.1007/s11760-019-01439-yopenalex-snapshot

Efficient underwater image and video enhancement based on Retinex

inferredcites →https://doi.org/10.1016/b978-0-12-336156-1.50061-6openalex-snapshot

Contrast Limited Adaptive Histogram Equalization

inferredcites →https://doi.org/10.1016/j.asoc.2015.08.033openalex-snapshot

Enhancement of low quality underwater image through integrated global and local contrast correction

inferredcites →https://doi.org/10.1016/j.compag.2017.07.021openalex-snapshot

Automatic system for improving underwater image contrast and color through recursive adaptive histogram modification

inferredcites →https://doi.org/10.1016/j.compeleceng.2017.12.006openalex-snapshot

An imaging-inspired no-reference underwater color image quality assessment metric

inferredcites →https://doi.org/10.1016/j.dsp.2014.06.009openalex-snapshot

Image quality assessment based on multi-scale representation of structure

inferredcites →https://doi.org/10.1016/j.engappai.2021.104171openalex-snapshot

Bayesian retinex underwater image enhancement

inferredcites →https://doi.org/10.1016/j.ijleo.2013.10.038openalex-snapshot

Region-specialized underwater image restoration in inhomogeneous optical environments

inferredcites →https://doi.org/10.1016/j.image.2019.05.015openalex-snapshot

Bio-inspired optimization algorithms for real underwater image restoration

inferredcites →https://doi.org/10.1016/j.image.2019.115723openalex-snapshot

Underwater image enhancement based on conditional generative adversarial network

inferredcites →https://doi.org/10.1016/j.image.2020.116088openalex-snapshot

Underwater image processing and analysis: A review

inferredcites →https://doi.org/10.1016/j.image.2021.116225openalex-snapshot

Underwater image enhancement with image colorfulness measure

inferredcites →https://doi.org/10.1016/j.image.2021.116248openalex-snapshot

DewaterNet: A fusion adversarial real underwater image enhancement network

inferredcites →https://doi.org/10.1016/j.image.2021.116250openalex-snapshot

UIEC^2-Net: CNN-based underwater image enhancement using two color space

inferredcites →https://doi.org/10.1016/j.jvcir.2014.11.006openalex-snapshot

Automatic Red-Channel underwater image restoration

inferredcites →https://doi.org/10.1016/j.neucom.2017.03.029openalex-snapshot

Underwater image enhancement via extended multi-scale Retinex

inferredcites →https://doi.org/10.1016/j.neucom.2020.07.130openalex-snapshot

IPMGAN: Integrating physical model and generative adversarial network for underwater image enhancement

inferredcites →https://doi.org/10.1016/j.oceaneng.2014.11.036openalex-snapshot

Deriving inherent optical properties from background color and underwater image enhancement

inferredcites →https://doi.org/10.1016/j.optlaseng.2015.07.007openalex-snapshot

Three-dimensional visualization of objects in scattering medium using integral imaging and spectral analysis

inferredcites →https://doi.org/10.1016/j.optlastec.2018.05.048openalex-snapshot

Multi-scale adversarial network for underwater image restoration

inferredcites →https://doi.org/10.1016/j.optlastec.2019.105774openalex-snapshot

Experimental results of imaging objects in turbid liquid integrating multiview circularly polarized speckle images and deconvolution method

inferredcites →https://doi.org/10.1016/j.patcog.2019.107038openalex-snapshot

Underwater scene prior inspired deep underwater image and video enhancement

inferredcites →https://doi.org/10.1016/s0146-664x(77)80011-7openalex-snapshot

Image enhancement by histogram transformation

inferredcites →https://doi.org/10.1016/s0734-189x(87)80186-xopenalex-snapshot

Adaptive histogram equalization and its variations

inferredcites →https://doi.org/10.1049/iet-ipr.2018.5237openalex-snapshot

Deep pixel‐to‐pixel network for underwater image enhancement and restoration

inferredcites →https://doi.org/10.1049/ipr2.12172openalex-snapshot

DuGAN: An effective framework for underwater image enhancement

inferredcites →https://doi.org/10.1080/01431161.2020.1849852openalex-snapshot

Cloud/shadow segmentation based on global attention feature fusion residual network for remote sensing imagery

inferredcites →https://doi.org/10.1080/01431161.2020.1856964openalex-snapshot

DAU-Net: a novel water areas segmentation structure for remote sensing image

inferredcites →https://doi.org/10.1109/48.50695openalex-snapshot

Computer modeling and the design of optimal underwater imaging systems

inferredcites →https://doi.org/10.1109/5.726791openalex-snapshot

Gradient-based learning applied to document recognition

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/access.2018.2875344openalex-snapshot

Underwater Image Restoration Based on A New Underwater Image Formation Model

inferredcites →https://doi.org/10.1109/access.2019.2920403openalex-snapshot

Single Image Defogging Based on Multi-Channel Convolutional MSRCR

inferredcites →https://doi.org/10.1109/access.2019.2932130openalex-snapshot

An Experimental-Based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging

inferredcites →https://doi.org/10.1109/access.2019.2959560openalex-snapshot

A Survey of Restoration and Enhancement for Underwater Images

inferredcites →https://doi.org/10.1109/access.2020.2971019openalex-snapshot

Single Underwater Image Restoration Based on Adaptive Transmission Fusion

inferredcites →https://doi.org/10.1109/access.2020.3034275openalex-snapshot

A Hybrid Framework for Underwater Image Enhancement

inferredcites →https://doi.org/10.1109/cvpr.2009.5206515openalex-snapshot

Single image haze removal using dark channel prior

inferredcites →https://doi.org/10.1109/cvpr.2012.6247661openalex-snapshot

Enhancing underwater images and videos by fusion

inferredcites →https://doi.org/10.1109/cvpr.2015.7299133openalex-snapshot

Simultaneous video defogging and stereo reconstruction

inferredcites →https://doi.org/10.1109/cvpr.2019.00178openalex-snapshot

Sea-Thru: A Method for Removing Water From Underwater Images

inferredcites →https://doi.org/10.1109/ibica.2011.9openalex-snapshot

Low Complexity Underwater Image Enhancement Based on Dark Channel Prior

inferredcites →https://doi.org/10.1109/icalip.2008.4590120openalex-snapshot

Quantification of retinex in enhancement of weather degraded images

inferredcites →https://doi.org/10.1109/icassp.2016.7471973openalex-snapshot

Single underwater image restoration by blue-green channels dehazing and red channel correction

inferredcites →https://doi.org/10.1109/icassp40776.2020.9053031openalex-snapshot

C3DVQA: Full-Reference Video Quality Assessment with 3D Convolutional Neural Network

inferredcites →https://doi.org/10.1109/iccvw.2013.113openalex-snapshot

Transmission Estimation in Underwater Single Images

inferredcites →https://doi.org/10.1109/icip.2011.6116171openalex-snapshot

A spatiotemporal most-apparent-distortion model for video quality assessment

inferredcites →https://doi.org/10.1109/icip.2013.6738704openalex-snapshot

Underwater image enhancement using guided trigonometric bilateral filter and fast automatic color correction

inferredcites →https://doi.org/10.1109/icip.2014.7025927openalex-snapshot

A retinex-based enhancing approach for single underwater image

inferredcites →https://doi.org/10.1109/icip.2017.8296508openalex-snapshot

A deep CNN method for underwater image enhancement

inferredcites →https://doi.org/10.1109/icip.2018.8451209openalex-snapshot

Joint Residual Learning for Underwater Image Enhancement

inferredcites →https://doi.org/10.1109/icip.2018.8451356openalex-snapshot

Visual-Quality-Driven Learning for Underwater Vision Enhancement

inferredcites →https://doi.org/10.1109/icip.2018.8451450openalex-snapshot

Deep Blind Video Quality Assessment Based on Temporal Human Perception

inferredcites →https://doi.org/10.1109/icme.2017.8019324openalex-snapshot

The OUC-vision large-scale underwater image database

inferredcites →https://doi.org/10.1109/icpr.2016.7900293openalex-snapshot

Multi-scale underwater descattering

inferredcites →https://doi.org/10.1109/icra.2018.8460552openalex-snapshot

Enhancing Underwater Imagery Using Generative Adversarial Networks

inferredcites →https://doi.org/10.1109/icsmc.2010.5642311openalex-snapshot

Enhancing the low quality images using Unsupervised Colour Correction Method

inferredcites →https://doi.org/10.1109/icsse50014.2020.9219259openalex-snapshot

A Real Time Multi-thread Underwater Images Enhancement System

inferredcites →https://doi.org/10.1109/jdt.2010.2066546openalex-snapshot

Three-Dimensional Visualization of Objects in Turbid Water Using Integral Imaging

inferredcites →https://doi.org/10.1109/joe.2015.2469915openalex-snapshot

Human-Visual-System-Inspired Underwater Image Quality Measures

inferredcites →https://doi.org/10.1109/joe.2019.2911447openalex-snapshot

Underwater Image Enhancement Using a Multiscale Dense Generative Adversarial Network

inferredcites →https://doi.org/10.1109/lgrs.2019.2950056openalex-snapshot

MLFcGAN: Multilevel Feature Fusion-Based Conditional GAN for Underwater Image Color Correction

inferredcites →https://doi.org/10.1109/lra.2020.2974710openalex-snapshot

Fast Underwater Image Enhancement for Improved Visual Perception

inferredcites →https://doi.org/10.1109/lsp.2010.2043888openalex-snapshot

A Two-Step Framework for Constructing Blind Image Quality Indices

inferredcites →https://doi.org/10.1109/mcg.2016.26openalex-snapshot

Underwater Depth Estimation and Image Restoration Based on Single Images

inferredcites →https://doi.org/10.1109/oceans.2016.7761342openalex-snapshot

Estimation of ambient light and transmission map with common convolutional architecture

inferredcites →https://doi.org/10.1109/oceanse.2017.8084665openalex-snapshot

Underwater image dehaze using scene depth estimation with adaptive color correction

inferredcites →https://doi.org/10.1109/ssiai.2018.8470347openalex-snapshot

Underwater Image Restoration using Deep Networks to Estimate Background Light and Scene Depth

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A new standardized method for objectively measuring video quality

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Enhancement of Underwater Images With Statistical Model of Background Light and Optimization of Transmission Map

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No-Reference Video Quality Assessment With 3D Shearlet Transform and Convolutional Neural Networks

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Real-World Underwater Enhancement: Challenges, Benchmarks, and Solutions Under Natural Light

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Image quality assessment: from error visibility to structural similarity

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Image information and visual quality

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VSNR: A Wavelet-Based Visual Signal-to-Noise Ratio for Natural Images

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Motion Tuned Spatio-Temporal Quality Assessment of Natural Videos

inferredcites →https://doi.org/10.1109/tip.2011.2179666openalex-snapshot

Underwater Image Enhancement by Wavelength Compensation and Dehazing

inferredcites →https://doi.org/10.1109/tip.2012.2214050openalex-snapshot

No-Reference Image Quality Assessment in the Spatial Domain

inferredcites →https://doi.org/10.1109/tip.2015.2491020openalex-snapshot

An Underwater Color Image Quality Evaluation Metric

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DehazeNet: An End-to-End System for Single Image Haze Removal

inferredcites →https://doi.org/10.1109/tip.2016.2612882openalex-snapshot

Underwater Image Enhancement by Dehazing With Minimum Information Loss and Histogram Distribution Prior

inferredcites →https://doi.org/10.1109/tip.2017.2759252openalex-snapshot

Color Balance and Fusion for Underwater Image Enhancement

inferredcites →https://doi.org/10.1109/tip.2017.2774045openalex-snapshot

End-to-End Blind Image Quality Assessment Using Deep Neural Networks

inferredcites →https://doi.org/10.1109/tip.2018.2831899openalex-snapshot

NIMA: Neural Image Assessment

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An Underwater Image Enhancement Benchmark Dataset and Beyond

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Underwater Image Enhancement via Medium Transmission-Guided Multi-Color Space Embedding

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Deep CNN-Based Blind Image Quality Predictor

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Underwater Single Image Color Restoration Using Haze-Lines and a New Quantitative Dataset

inferredcites →https://doi.org/10.1109/tsmc.2017.2788902openalex-snapshot

A Review on Intelligence Dehazing and Color Restoration for Underwater Images

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Three-dimensional Integral Imaging Visualization in Scattering Medium with Baysian Estimation

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Most apparent distortion: full-reference image quality assessment and the role of strategy

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Scoping review on automatic color equalization algorithm

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Non-reference underwater video quality assessment method for small size samples

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Underwater Image Enhancement Algorithm Based on Improved Retinex Method

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Advances in three-dimensional integral imaging: sensing, display, and applications [Invited]

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Active underwater descattering and image recovery

inferredcites →https://doi.org/10.1364/oe.17.000472openalex-snapshot

Skyless polarimetric calibration and visibility enhancement

inferredcites →https://doi.org/10.1364/oe.436013openalex-snapshot

Thresholded single-photon underwater imaging and detection

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Shallow-UWnet: Compressed Model for Underwater Image Enhancement (Student Abstract)

inferredcites →https://doi.org/10.1631/fitee.2000190openalex-snapshot

Classical and state-of-the-art approaches for underwater image defogging: a comprehensive survey

inferredcites →https://doi.org/10.3390/jmse7070200openalex-snapshot

Adaptive Weighted Multi-Discriminator CycleGAN for Underwater Image Enhancement

inferredcites →https://doi.org/10.3390/jmse8100741openalex-snapshot

An Underwater Image Enhancement Algorithm Based on MSR Parameter Optimization

inferredcites →https://doi.org/10.3390/jmse9020225openalex-snapshot

Underwater Image Enhancement Based on Local Contrast Correction and Multi-Scale Fusion

inferredcites →https://doi.org/10.3390/jmse9070691openalex-snapshot

An Underwater Image Enhancement Algorithm Based on Generative Adversarial Network and Natural Image Quality Evaluation Index

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Underwater Image Enhancement Based on Multi-Scale Fusion and Global Stretching of Dual-Model

inferredcites →https://doi.org/10.3390/rs11131591openalex-snapshot

Underwater Image Restoration Based on a Parallel Convolutional Neural Network

inferredcites →https://doi.org/10.3390/rs13040731openalex-snapshot

MFANet: A Multi-Level Feature Aggregation Network for Semantic Segmentation of Land Cover

inferredcites →https://doi.org/10.3390/s17040664openalex-snapshot

Objective Video Quality Assessment Based on Machine Learning for Underwater Scientific Applications

inferredcites →https://doi.org/10.3390/s21093289openalex-snapshot

Deep Supervised Residual Dense Network for Underwater Image Enhancement

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A Fusion Adversarial Underwater Image Enhancement Network with a Public Test Dataset

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Underwater image filtering: methods, datasets and evaluation

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A NEW COLOR CORRECTION METHOD FOR UNDERWATER IMAGING

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Fast underwater color correction using integral images

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UNDERWATER IMAGE DE-SCATTERING AND ENHANCING USING DEHAZENET AND HWD

What points at this work

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

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Beneath the Surface: The Role of Underwater Image Enhancement in Object Detection

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Advancement in Deep Learning Methods and Performance Metrics for Underwater Image Enhancement

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Feature-adaptive FPN with multiscale context integration for underwater object detection

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Improved Deep Learning Approach For Underwater Salient Object Detection Using Spectral Residual and Fuzzy C-Means Clustering

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Image enhancement in turbid water using multiscale weighted features and attention mechanisms

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Underwater tiny object detection network based on multi-scale attention and adaptive feature fusion

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An integrated solution for underwater image restoration in artificially lit turbid water

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NCC-FDM: Frequency-domain diffusion model driven by non-physical-domain color correction for underwater image enhancement

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Underwater imaging via color polarization-guided fractional-order invertible network for UUVs

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Automated classification in turtles genus Malayemys using ensemble multiview image based on improved YOLOv8 with CNN

inferred← citeshttps://doi.org/10.1038/s41598-025-02942-8openalex-snapshot

RETRACTED ARTICLE: MHF-UIE a multi-task hybrid fusion method for real-world underwater image enhancement

inferred← citeshttps://doi.org/10.1038/s41598-025-23746-wopenalex-snapshot

Underwater dam image enhancement based on CNN-transformer fusion

inferred← citeshttps://doi.org/10.1038/s41598-025-29396-2openalex-snapshot

Underwater fish image recognition based on knowledge graphs and semi-supervised learning feature enhancement

inferred← citeshttps://doi.org/10.1049/ipr2.12702openalex-snapshot

Underwater image enhancement using a mixed generative adversarial network

inferred← citeshttps://doi.org/10.1049/ipr2.70234openalex-snapshot

Dual‐Branch Enhancement and Multi‐Modal Fusion for Low‐Light Visible Polarization Image Object Detection in Dense Smog Environments

inferred← citeshttps://doi.org/10.1080/01490419.2025.2555553openalex-snapshot

DeepSeaNet-YOLO: Towards an Accurate Deep Learning Method for Trash Detection in Deep Sea Imagery

inferred← citeshttps://doi.org/10.1080/13682199.2024.2439731openalex-snapshot

Attention-based lightweight deep hybrid CNN framework for image restoration

inferred← citeshttps://doi.org/10.1080/13682199.2026.2713767openalex-snapshot

Underwater image enhancement using virtual optical lens modelling and pyramid transformer network with enhanced haze optimization

inferred← citeshttps://doi.org/10.1109/access.2024.3524593openalex-snapshot

Studies on Underwater Image Processing Using Artificial Intelligence Technologies

inferred← citeshttps://doi.org/10.1109/ccpis65231.2025.11234161openalex-snapshot

DAUT-DC: Integrating Depth-to-Color refinement into a Depth-Aware U-shape Transformer for Enhanced Underwater Vision

inferred← citeshttps://doi.org/10.1109/ceii67787.2025.00031openalex-snapshot

Advances in Underwater Image Formation Models and Their Applications in Computer Vision

inferred← citeshttps://doi.org/10.1109/cvidl62147.2024.10604223openalex-snapshot

A Two-stage Progressive Network for Underwater Image Enhancement

inferred← citeshttps://doi.org/10.1109/eiecc64539.2024.10929619openalex-snapshot

Wearable System for Human Underwater Visual Enhancement

inferred← citeshttps://doi.org/10.1109/gcwot69191.2026.11499716openalex-snapshot

Deep Learning Based Underwater Image Detection and Processing for Oceanography

inferred← citeshttps://doi.org/10.1109/hdis56859.2022.9991369openalex-snapshot

Three-channel Cascade Network for Underwater Image Enhancement

inferred← citeshttps://doi.org/10.1109/i2cacis61270.2024.10649627openalex-snapshot

Determining Image Deblur, Detecting Faces, and Enhancing Appearance Using Image Processing Techniques

inferred← citeshttps://doi.org/10.1109/icaige62696.2024.10776640openalex-snapshot

Smart Underwater Exploration: Integration of YOLOv8 and Blockchain for Object Surveillance and Detection

inferred← citeshttps://doi.org/10.1109/icarsc65809.2025.10970163openalex-snapshot

Examining the Role of Perceptual Quality in Underwater Image Classification

inferred← citeshttps://doi.org/10.1109/icate62934.2024.10749491openalex-snapshot

Optimizing Underwater Imaging through Wavelength Adjustment of Light Sources: A Case Study at the Black Sea Using EPS Vision 1712

inferred← citeshttps://doi.org/10.1109/icdt63985.2025.10986597openalex-snapshot

Comparative Review on Image Dehazing Methods Using Deep Learning Approach for Vision-Based Applications

inferred← citeshttps://doi.org/10.1109/icip46576.2022.9897298openalex-snapshot

Fast Adaptive Self-Supervised Underwater Image Enhancement

inferred← citeshttps://doi.org/10.1109/icip49359.2023.10222895openalex-snapshot

DAUT: Underwater Image Enhancement Using Depth Aware U-shape Transformer

inferred← citeshttps://doi.org/10.1109/icme55011.2023.00232openalex-snapshot

Transmission and Color-guided Network for Underwater Image Enhancement

inferred← citeshttps://doi.org/10.1109/icpics66386.2025.11347287openalex-snapshot

Research on Underwater Image Processing Methods Based on Particle Swarm Optimization and Reinforcement Learning Optimization

inferred← citeshttps://doi.org/10.1109/icsipc69751.2026.11584094openalex-snapshot

Semantic-Guided Underwater Visual Enhancement and Robust Feature Matching

inferred← citeshttps://doi.org/10.1109/icsp69961.2026.11540648openalex-snapshot

Research on Particle Swarm Multi Threshold Segmentation for Underwater Complex Scene Restoration Method

inferred← citeshttps://doi.org/10.1109/icus66297.2025.11294966openalex-snapshot

Checkerboard-Guided Diffusion Enhancement with Improved U 2 -Net for Underwater Crack Segmentation

inferred← citeshttps://doi.org/10.1109/iros60139.2025.11246059openalex-snapshot

Application of soft constraints on mirror position to improve robustness of optical target positioning in shallow water

inferred← citeshttps://doi.org/10.1109/isas59543.2023.10164579openalex-snapshot

Real-time Underwater Target Tracking Using PP-YOLO and Cloud Computing

inferred← citeshttps://doi.org/10.1109/itnec60942.2024.10733186openalex-snapshot

CMFNet: An End-to-End Ultra-Lightweight Underwater Image Enhancement Network

inferred← citeshttps://doi.org/10.1109/joe.2024.3429653openalex-snapshot

Underwater Image Enhancement via Modeling White Degradation

inferred← citeshttps://doi.org/10.1109/lra.2026.3703243openalex-snapshot

Illumination-Adaptive Ordered Checkerboard Corner Detection for Underwater-Acquired Calibration Images

inferred← citeshttps://doi.org/10.1109/ncc63735.2025.10983784openalex-snapshot

Performance of SOTA Underwater Image Enhancement Models on Underwater Images with High Turbidity

inferred← citeshttps://doi.org/10.1109/oceans58557.2025.11104786openalex-snapshot

ReverSea: An Enhancement Technique for Low-Lit Underwater Images

inferred← citeshttps://doi.org/10.1109/robio66223.2025.11379851openalex-snapshot

USTTR: An Underwater Stereo Transformer for Depth Estimation in Delta Robot Grasping

inferred← citeshttps://doi.org/10.1109/tcsvt.2025.3585429openalex-snapshot

SeaDiff: Underwater Image Enhancement With Degradation-Aware Diffusion Model

inferred← citeshttps://doi.org/10.1109/tgrs.2024.3388157openalex-snapshot

Underwater Image Enhancement Based on Red Channel Correction and Improved Multiscale Fusion

inferred← citeshttps://doi.org/10.1109/tgrs.2024.3422667openalex-snapshot

DTKD-Net: Dual-Teacher Knowledge Distillation Lightweight Network for Water-Related Optics Image Enhancement

inferred← citeshttps://doi.org/10.1109/tim.2024.3480228openalex-snapshot

Redundant Feature-Processing Module Based on Dual-Branch for Underwater Image Enhancement

inferred← citeshttps://doi.org/10.1109/tmc.2025.3642577openalex-snapshot

AquaLink: A QR Code-Driven Optical Camera Communication Framework for Underwater Network Applications

inferred← citeshttps://doi.org/10.1109/yac71005.2026.11616203openalex-snapshot

MMAN: Multi-scale Mixed Attention Network for Underwater Visual Perception Enhancement

inferred← citeshttps://doi.org/10.11113/ijic.v13n1-2.416openalex-snapshot

Fast Dust Sand Image Enhancement Based on Color Correction and New Fuzzy Intensification Operators

inferred← citeshttps://doi.org/10.1117/1.jei.31.6.060901openalex-snapshot

Systematic review and analysis on underwater image enhancement methods, datasets, and evaluation metrics

inferred← citeshttps://doi.org/10.1117/12.3012758openalex-snapshot

Color-based image processing techniques for laser range finder: a comparative study on air and water distance detection

inferred← citeshttps://doi.org/10.1145/3779223openalex-snapshot

Toward Efficient Underwater Visual Perception through Image Enhancement, Compression, and Understanding

inferred← citeshttps://doi.org/10.1145/3804601.3804702openalex-snapshot

Lightweight Underwater Object Detection Algorithm Based on YOLOv11

inferred← citeshttps://doi.org/10.1155/2023/3224064openalex-snapshot

Individual Fish Recognition Method with Coarse and Fine-Grained Feature Linkage Learning for Precision Aquaculture

inferred← citeshttps://doi.org/10.12794/metadc2443141openalex-snapshot

Scalable AI: Intelligent Quantization and Neural Architectures for Image Compression, Classification, and Segmentation

inferred← citeshttps://doi.org/10.1371/journal.pone.0345593openalex-snapshot

GAN-based underwater image enhancement and scene classification using transfer learning

inferred← citeshttps://doi.org/10.1609/aaai.v38i2.27903openalex-snapshot

Underwater Organism Color Fine-Tuning via Decomposition and Guidance

inferred← citeshttps://doi.org/10.18280/ijsse.130411openalex-snapshot

Enhancing Safety and Security: Face Tracking and Detection in Dehazed Video Frames Using KLT and Viola-Jones Algorithms

inferred← citeshttps://doi.org/10.18287/2412-6179-co-1520openalex-snapshot

Prospects for the application of underwater image restoration methods to facilitate marine geological exploration

inferred← citeshttps://doi.org/10.18372/1990-5548.79.18429openalex-snapshot

Comprehensive Framework for Underwater Object Detection Based on Improved YOLOv8

inferred← citeshttps://doi.org/10.20944/preprints202207.0155.v1openalex-snapshot

Underwater Image Enhancement in Epicontinental Sea Based on the Improved Algorithm of Dark Channel

inferred← citeshttps://doi.org/10.23919/indiacom70271.2026.11526521openalex-snapshot

Innovative Approaches for Underwater Image Enhancement in Complex Marine Environments

inferred← citeshttps://doi.org/10.2478/acss-2023-0010openalex-snapshot

UW Deep SLAM-CNN Assisted Underwater SLAM

inferred← citeshttps://doi.org/10.26634/jfet.20.3.21790openalex-snapshot

Design and development of an optimized underwater forensic robot aimed at enhancing the detection of submerged human remains

inferred← citeshttps://doi.org/10.31961/eltikom.v8i2.1242openalex-snapshot

Enhancing Image Quality With Deep Learning: Techniques And Applications

inferred← citeshttps://doi.org/10.3389/fmars.2024.1457190openalex-snapshot

Underwater image restoration via attenuated incident optical model and background segmentation

inferred← citeshttps://doi.org/10.3389/fmars.2025.1555286openalex-snapshot

A novel edge-feature attention fusion framework for underwater image enhancement

inferred← citeshttps://doi.org/10.3389/frsen.2025.1703239openalex-snapshot

Residual state-space networks with cross-scale fusion for efficient underwater vision reconstruction

inferred← citeshttps://doi.org/10.3390/app121910025openalex-snapshot

A Federated Incremental Learning Algorithm Based on Dual Attention Mechanism

inferred← citeshttps://doi.org/10.3390/app13053287openalex-snapshot

End-to-End: A Simple Template for the Long-Tailed-Recognition of Transmission Line Clamps via a Vision-Language Model

inferred← citeshttps://doi.org/10.3390/app14020529openalex-snapshot

MTUW-GAN: A Multi-Teacher Knowledge Distillation Generative Adversarial Network for Underwater Image Enhancement

inferred← citeshttps://doi.org/10.3390/app14051769openalex-snapshot

Underwater Degraded Image Restoration by Joint Evaluation and Polarization Partition Fusion

inferred← citeshttps://doi.org/10.3390/biology12111362openalex-snapshot

Near-Infrared Transillumination for Macroscopic Functional Imaging of Animal Bodies

inferred← citeshttps://doi.org/10.3390/electronics11233992openalex-snapshot

Hybrid Convolutional Network Combining 3D Depthwise Separable Convolution and Receptive Field Control for Hyperspectral Image Classification

inferred← citeshttps://doi.org/10.3390/jimaging12010018openalex-snapshot

Revisiting Underwater Image Enhancement for Object Detection: A Unified Quality–Detection Evaluation Framework

inferred← citeshttps://doi.org/10.3390/jimaging8080214openalex-snapshot

Targeted Data Augmentation and Hierarchical Classification with Deep Learning for Fish Species Identification in Underwater Images

inferred← citeshttps://doi.org/10.3390/jmse10070884openalex-snapshot

Multi-Level Wavelet-Based Network Embedded with Edge Enhancement Information for Underwater Image Enhancement

inferred← citeshttps://doi.org/10.3390/jmse10101406openalex-snapshot

Dynamic Target Tracking of Autonomous Underwater Vehicle Based on Deep Reinforcement Learning

inferred← citeshttps://doi.org/10.3390/jmse10101481openalex-snapshot

Advances in Autonomous Underwater Robotics Based on Machine Learning

inferred← citeshttps://doi.org/10.3390/jmse11030572openalex-snapshot

A Real-Time Fish Target Detection Algorithm Based on Improved YOLOv5

inferred← citeshttps://doi.org/10.3390/jmse11061195openalex-snapshot

LEPF-Net: Light Enhancement Pixel Fusion Network for Underwater Image Enhancement

inferred← citeshttps://doi.org/10.3390/jmse11061221openalex-snapshot

TCRN: A Two-Step Underwater Image Enhancement Network Based on Triple-Color Space Feature Reconstruction

inferred← citeshttps://doi.org/10.3390/jmse11091757openalex-snapshot

A Fusion Underwater Salient Object Detection Based on Multi-Scale Saliency and Spatial Optimization

inferred← citeshttps://doi.org/10.3390/jmse11122228openalex-snapshot

Object Detection for Underwater Cultural Artifacts Based on Deep Aggregation Network with Deformation Convolution

inferred← citeshttps://doi.org/10.3390/jmse12010055openalex-snapshot

Underwater Object Detection in Marine Ranching Based on Improved YOLOv8

inferred← citeshttps://doi.org/10.3390/jmse12081383openalex-snapshot

Underwater Image Enhancement Fusion Method Guided by Salient Region Detection

inferred← citeshttps://doi.org/10.3390/jmse12081406openalex-snapshot

Unsupervised Learning-Based Optical–Acoustic Fusion Interest Point Detector for AUV Near-Field Exploration of Hydrothermal Areas

inferred← citeshttps://doi.org/10.3390/jmse12091472openalex-snapshot

MSFE-UIENet: A Multi-Scale Feature Extraction Network for Marine Underwater Image Enhancement

inferred← citeshttps://doi.org/10.3390/jmse13061090openalex-snapshot

TFCNet: A Hybrid Architecture for Multi-Task Restoration of Complex Underwater Optical Images

inferred← citeshttps://doi.org/10.3390/jmse13091820openalex-snapshot

Progressive Color Correction and Vision-Inspired Adaptive Framework for Underwater Image Enhancement

inferred← citeshttps://doi.org/10.3390/jmse13112027openalex-snapshot

RECAD: Retinex-Based Efficient Channel Attention with Dark Area Detection for Underwater Images Enhancement

inferred← citeshttps://doi.org/10.3390/make4030036openalex-snapshot

Live Fish Species Classification in Underwater Images by Using Convolutional Neural Networks Based on Incremental Learning with Knowledge Distillation Loss

inferred← citeshttps://doi.org/10.3390/math10061000openalex-snapshot

FedGCN: Federated Learning-Based Graph Convolutional Networks for Non-Euclidean Spatial Data

inferred← citeshttps://doi.org/10.3390/math11061382openalex-snapshot

Underwater Image Enhancement Based on the Improved Algorithm of Dark Channel

inferred← citeshttps://doi.org/10.3390/rs14133010openalex-snapshot

An Overview on Visual SLAM: From Tradition to Semantic

inferred← citeshttps://doi.org/10.3390/rs14236033openalex-snapshot

SLAM Overview: From Single Sensor to Heterogeneous Fusion

inferred← citeshttps://doi.org/10.3390/rs15041055openalex-snapshot

MCANet: A Multi-Branch Network for Cloud/Snow Segmentation in High-Resolution Remote Sensing Images

inferred← citeshttps://doi.org/10.3390/rs15061536openalex-snapshot

Double Branch Parallel Network for Segmentation of Buildings and Waters in Remote Sensing Images

inferred← citeshttps://doi.org/10.3390/rs15061664openalex-snapshot

CRSNet: Cloud and Cloud Shadow Refinement Segmentation Networks for Remote Sensing Imagery

inferred← citeshttps://doi.org/10.3390/rs15092237openalex-snapshot

MBCNet: Multi-Branch Collaborative Change-Detection Network Based on Siamese Structure

inferred← citeshttps://doi.org/10.3390/rs16203818openalex-snapshot

A Review of Satellite-Based CO2 Data Reconstruction Studies: Methodologies, Challenges, and Advances

inferred← citeshttps://doi.org/10.3390/rs17152707openalex-snapshot

A Method of Simplified Synthetic Objects Creation for Detection of Underwater Objects from Remote Sensing Data Using YOLO Networks

inferred← citeshttps://doi.org/10.3390/s23073533openalex-snapshot

Weibull Tone Mapping (WTM) for the Enhancement of Underwater Imagery

inferred← citeshttps://doi.org/10.3390/s26196127openalex-snapshot

Underwater Optical Imaging Systems: A Comprehensive Review of Technologies, Architectures and Mission-Driven Design Trade-Offs

inferred← citeshttps://doi.org/10.3390/su15043034openalex-snapshot

Local Feature Search Network for Building and Water Segmentation of Remote Sensing Image

inferred← citeshttps://doi.org/10.34117/bjdv9n12-052openalex-snapshot

Correção de Regiões Saturadas na Expansão do Histograma em Imagens Subaquáticas via SBRF

inferred← citeshttps://doi.org/10.37391/ijeer.100430openalex-snapshot

An Adaptive Technique for Underwater Image Enhancement with CNN and Ensemble Classifier

inferred← citeshttps://doi.org/10.3788/col202321.101102openalex-snapshot

Enhanced imaging through turbid water based on quadrature lock-in discrimination and retinex aided by adaptive gamma function for illumination correction

Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.