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Multi-scale adversarial network for underwater image restoration
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
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Advances in Underwater Robot Vehicles for Deep Ocean Exploration: Navigation, Control, and Survey Operations
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Image enhancement by histogram transformation
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Weird and wild underwater creatures
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Automatic white balance for digital still camera
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Computer modeling and the design of optimal underwater imaging systems
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Underwater Image Restoration via Maximum Attenuation Identification
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Deep Residual Learning for Image Recognition
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Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
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Image-to-Image Translation with Conditional Adversarial Networks
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2009 IEEE Conference on Computer Vision and Pattern Recognition
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2004 IEEE International Conference on Acoustics, Speech and Signal Processing
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Single underwater image restoration by blue-green channels dehazing and red channel correction
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Unpaired Image-to-Image Translation Using Cycle-Consistent Adversarial Networks
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2013 IEEE International Conference on Computer Vision
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Super Resolving of the Depth Map for 3D Reconstruction of Underwater Terrain Using Kinect
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Enhancing Underwater Imagery Using Generative Adversarial Networks
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2009 IEEE International Geoscience and Remote Sensing Symposium
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2012 IEEE/RSJ International Conference on Intelligent Robots and Systems
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Human-Visual-System-Inspired Underwater Image Quality Measures
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On the way to solve lighting problems in underwater imaging
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Estimation of ambient light and transmission map with common convolutional architecture
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Underwater Image Enhancement by Wavelength Compensation and Dehazing
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A Fast Single Image Haze Removal Algorithm Using Color Attenuation Prior
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DehazeNet: An End-to-End System for Single Image Haze Removal
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Multisensor Image Fusion and Enhancement in Spectral Total Variation Domain
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Single Image Haze Removal Using Dark Channel Prior
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Underwater image enhancement by dehazing and color correction
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Underwater color constancy: enhancement of automatic live fish recognition
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Fast implementation of color constancy algorithms
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GAN（Generative Adversarial Nets）
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Loss Functions for Neural Networks for Image Processing
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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Underwater Image Enhancement Via Multicolor Space-Guided Curve Estimation
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UDUIE: Unpaired Domain-Irrelevant Underwater Image Enhancement
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Advancement in Deep Learning Methods and Performance Metrics for Underwater Image Enhancement
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Underwater video consistent enhancement: a real-world dataset and solution with progressive quality learning
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TCTL-Net: Template-Free Color Transfer Learning for Self-Attention Driven Underwater Image Enhancement
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Multiscale Underwater Image Enhancement in RGB and HSV Color Spaces
inferred← citeshttps://doi.org/10.1109/tnnls.2025.3539841openalex-snapshot
INGC-GAN: An Implicit Neural-Guided Cycle Generative Approach for Perceptual-Friendly Underwater Image Enhancement
inferred← citeshttps://doi.org/10.1109/tnnls.2026.3657138openalex-snapshot
AquaticCLIP: A Vision-Language Foundation Model and Dataset for Underwater Scene Analysis
inferred← citeshttps://doi.org/10.1111/raq.12726openalex-snapshot
Deep learning for visual recognition and detection of aquatic animals: A review
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Single underwater image restoration based on adaptive color correction and adaptive transmission fusion
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Unsupervised medical image generation for dental imaging: super-resolution of synthetic panoramic x-ray images with CycleGAN
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Fourth-Order Partial Differential Equation Framelet Fusion-Based Colour Correction and Contrast Enhancement for Underwater Images
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A Novel Image Recovery from Moving Water Surface Using Multi-Objective Bispectrum Method
inferred← citeshttps://doi.org/10.1142/s0219467826500403openalex-snapshot
Wavelet Total Variation Fusion and Fuzzy Logic Decision-Based Haze Density and Sky Region-Aware De-Hazing
inferred← citeshttps://doi.org/10.1145/3366486.3366523openalex-snapshot
Real-time Image Enhancement for Vision-based Autonomous Underwater Vehicle Navigation in Murky Waters
inferred← citeshttps://doi.org/10.1145/3381271.3381297openalex-snapshot
An image enhancement algorithm for turbid underwater image based on multiple methods
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Underwater Image Enhancement Using Dual Adversarial Network
inferred← citeshttps://doi.org/10.1145/3447587.3447617openalex-snapshot
Underwater Image Enhancement Based on Multi-Scale Spatial and Channel Attention Fusion
inferred← citeshttps://doi.org/10.1145/3578516openalex-snapshot
A Survey on Underwater Computer Vision
inferred← citeshttps://doi.org/10.1145/3779223openalex-snapshot
Toward Efficient Underwater Visual Perception through Image Enhancement, Compression, and Understanding
inferred← citeshttps://doi.org/10.1155/2020/2727681openalex-snapshot
Computational Simulation and Modeling of Freak Waves Based on Longuet-Higgins Model and Its Electromagnetic Scattering Calculation
inferred← citeshttps://doi.org/10.1155/2023/1976819openalex-snapshot
[Retracted] Marine Underwater Landscape Image Design Based on Bright Color Compensation and GAN Model Generation
inferred← citeshttps://doi.org/10.1186/s13640-020-00528-0openalex-snapshot
A self-adaptive single underwater image restoration algorithm for improving graphic quality
inferred← citeshttps://doi.org/10.1364/oe.427839openalex-snapshot
Underwater image restoration via depth map and illumination estimation based on a single image
inferred← citeshttps://doi.org/10.1364/oe.453387openalex-snapshot
Recovery for underwater image degradation with multi-stage progressive enhancement
inferred← citeshttps://doi.org/10.1364/oe.463682openalex-snapshot
Fusion-based underwater image enhancement with category-specific color correction and dehazing
inferred← citeshttps://doi.org/10.1364/oe.507976openalex-snapshot
Unsupervised underwater imaging based on polarization and binocular depth estimation
inferred← citeshttps://doi.org/10.1371/journal.pone.0281093openalex-snapshot
Underwater low-light enhancement network based on bright channel prior and attention mechanism
inferred← citeshttps://doi.org/10.21203/rs.3.rs-1286015/v1openalex-snapshot
Underwater Image Restoration with a Complementary Haar Wavelet Transform Restoration and an Ensemble of Triple Elite Correction Algorithms using Bootstrap Aggregation and Random Forests
inferred← citeshttps://doi.org/10.21203/rs.3.rs-1624223/v1openalex-snapshot
Underwater Image Restoration Based on Wavelet Fusion and Reweighted Graph Total Variation Prior
inferred← citeshttps://doi.org/10.2139/ssrn.6067197openalex-snapshot
Underwater Image Enhancement based on Entropy-weighting Weighted Guided Filtering
inferred← citeshttps://doi.org/10.2139/ssrn.6574553openalex-snapshot
Underwater Image Enhancement based on Entropy-weighting Weighted Guided Filtering
inferred← citeshttps://doi.org/10.23919/oceans40490.2019.8962577openalex-snapshot
MLFFNet: Multi-level Feature Fusion Net for Underwater Image Enhancement
inferred← citeshttps://doi.org/10.26706/ijceae.3.2.arset0745openalex-snapshot
A Survey on Underwater Image Processing Techniques
inferred← citeshttps://doi.org/10.3233/faia231514openalex-snapshot
Research on the Method of Artistic Image Restoration Based on Artificial Intelligence
inferred← citeshttps://doi.org/10.32604/csse.2023.027187openalex-snapshot
Visual Enhancement of Underwater Images Using Transmission Estimation and Multi-Scale Fusion
inferred← citeshttps://doi.org/10.3389/fmars.2022.921492openalex-snapshot
Lighting the darkness in the sea: A deep learning model for underwater image enhancement
inferred← citeshttps://doi.org/10.3389/fnbot.2025.1616919openalex-snapshot
Multimodal fusion image enhancement technique and CFEC-YOLOv7 for underwater target detection algorithm research
inferred← citeshttps://doi.org/10.3390/app10186392openalex-snapshot
Robust Chromatic Adaptation Based Color Correction Technology for Underwater Images
inferred← citeshttps://doi.org/10.3390/biomimetics8030275openalex-snapshot
A Novel Underwater Image Enhancement Using Optimal Composite Backbone Network
inferred← citeshttps://doi.org/10.3390/cryptography7030035openalex-snapshot
Automated Classical Cipher Emulation Attacks via Unified Unsupervised Generative Adversarial Networks
inferred← citeshttps://doi.org/10.3390/electronics14204079openalex-snapshot
A Graph-Aware Color Correction and Texture Restoration Framework for Underwater Image Enhancement
inferred← citeshttps://doi.org/10.3390/fractalfract7010070openalex-snapshot
An End-to-End Underwater-Image-Enhancement Framework Based on Fractional Integral Retinex and Unsupervised Autoencoder
inferred← citeshttps://doi.org/10.3390/jimaging4090108openalex-snapshot
Adaptive Multi-Scale Entropy Fusion De-Hazing Based on Fractional Order
inferred← citeshttps://doi.org/10.3390/jmse10020241openalex-snapshot
An Overview of Underwater Vision Enhancement: From Traditional Methods to Recent Deep Learning
inferred← citeshttps://doi.org/10.3390/jmse11020447openalex-snapshot
UMGAN: Underwater Image Enhancement Network for Unpaired Image-to-Image Translation
inferred← citeshttps://doi.org/10.3390/jmse12101790openalex-snapshot
Enhancing Underwater Images through Multi-Frequency Detail Optimization and Adaptive Color Correction
inferred← citeshttps://doi.org/10.3390/jmse7070200openalex-snapshot
Adaptive Weighted Multi-Discriminator CycleGAN for Underwater Image Enhancement
inferred← citeshttps://doi.org/10.3390/jmse8060449openalex-snapshot
Underwater Image Enhancement and Mosaicking System Based on A-KAZE Feature Matching
inferred← citeshttps://doi.org/10.3390/jmse9060570openalex-snapshot
Underwater Image Restoration via Non-Convex Non-Smooth Variation and Thermal Exchange Optimization
inferred← citeshttps://doi.org/10.3390/jsan12020026openalex-snapshot
Fusion Objective Function on Progressive Super-Resolution Network
inferred← citeshttps://doi.org/10.3390/rs10101652openalex-snapshot
Guidelines for Underwater Image Enhancement Based on Benchmarking of Different Methods
inferred← citeshttps://doi.org/10.3390/rs16071279openalex-snapshot
Self-Adaptive Colour Calibration of Deep Underwater Images Using FNN and SfM-MVS-Generated Depth Maps
inferred← citeshttps://doi.org/10.3390/rs16203773openalex-snapshot
Underwater Optical Imaging: Methods, Applications and Perspectives
inferred← citeshttps://doi.org/10.3390/s19183925openalex-snapshot
Development of Tactile Imaging for Underwater Structural Damage Detection
inferred← citeshttps://doi.org/10.3390/s21010313openalex-snapshot
Underwater Object Detection and Reconstruction Based on Active Single-Pixel Imaging and Super-Resolution Convolutional Neural Network
inferred← citeshttps://doi.org/10.3390/s21175690openalex-snapshot
An Extensive Literature Review on Underwater Image Colour Correction
inferred← citeshttps://doi.org/10.3390/s22020692openalex-snapshot
The Color Improvement of Underwater Images Based on Light Source and Detector
inferred← citeshttps://doi.org/10.3390/s23031741openalex-snapshot
A New Method for Training CycleGAN to Enhance Images of Cold Seeps in the Qiongdongnan Sea
inferred← citeshttps://doi.org/10.3390/s23135774openalex-snapshot
An Underwater Image Enhancement Method for a Preprocessing Framework Based on Generative Adversarial Network
inferred← citeshttps://doi.org/10.4018/408155openalex-snapshot
Impact of Machine Learning Algorithms in Under Water Image Enhancement and Object Detection
inferred← citeshttps://doi.org/10.48550/arxiv.1905.04302openalex-snapshot
Analysis of Probabilistic multi-scale fractional order fusion-based de-hazing algorithm
inferred← citeshttps://doi.org/10.48550/arxiv.2012.12258openalex-snapshot
Underwater image filtering: methods, datasets and evaluation
inferred← citeshttps://doi.org/10.48550/arxiv.2110.02551openalex-snapshot
A Survey of Fish Tracking Techniques Based on Computer Vision
inferred← citeshttps://doi.org/10.48550/arxiv.2111.15479openalex-snapshot
Analysis of Multiscale Wavelet-based Fractional Gradient-Anisotropic Diffusion Fusion for single hazy and underwater image enhancement
inferred← citeshttps://doi.org/10.4995/var.2024.24170openalex-snapshot
Self-adaptive colour calibration pipeline for deep underwater image restoration: a reference-based evaluation
inferred← citeshttps://doi.org/10.5281/zenodo.191832openalex-snapshot
FIGURE 6. Metopa dawsoni J.L. Barnard, 1962 in A redescription of Metopa species (Amphipoda, Stenothoidae) based on the type material. 2. The United States National Museum of Natural History (NMNH)
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