Latest Research in Image Enhancement Techniques

28 research papers · 2026 median publication year

Top Research Topics in Image Enhancement Techniques

Highest-Cited Papers

  1. Underwater image enhancement using virtual optical lens modelling and pyramid transformer network with enhanced haze optimization
  2. VLMs Win a Systematic Evaluation of Underwater Image Reconstruction
  3. $π$-SUB: A Physics-Informed Synthetic Underwater Benchmark Dataset for Underwater Image Enhancement
  4. MambaUNet: An Efficient U-Shaped State-Space Network for Underwater Image Enhancement
  5. Airborne Streak Tube Imaging LiDAR-Based Effective Reconstruction of Urban Water Areas
  6. Robust Image Processing Techniques for Construction Environment Monitoring Using Underwater Robots
  7. BenthiCat: An opti-acoustic dataset for advancing benthic classification and habitat mapping
  8. CoRe-UIE: Rethinking Coexisting and Region-wise Degradation for Underwater Image Enhancement
  9. Degradation-Guided Underwater Image Restoration with Task-Oriented Latent Control
  10. AQUA20: A Benchmark Dataset for Underwater Species Classification under Challenging Conditions
  11. A comparative evaluation of deep learning architectures, loss functions, and ensemble strategies for underwater fish species classification
  12. Detecting LED Colors from Underwater Video Images for Visible Light Communication in a Fish Farm Monitoring System
  13. A Multi-Scale Underwater Laser Image Restoration Method with Polarization Feature Constraints
  14. Swimm3R: Splatting with Medium-aware SfM for Underwater 3D Reconstruction
  15. RPL-UIE: Reliable Prior Learning for Underwater Image Enhancement
  16. A Sea State Estimation and Uncertainty Awareness Model Integrating Multi-Scale Convolution and DropKey-Transformer
  17. NCF-Net: Noise Corruption Fusion Network for Robust and Perception-Consistent Underwater Image Enhancement
  18. ERFA–YOLO: A Real-Time Illegal Angling Detection Framework for Sustainable Aquatic Ecosystem Monitoring in Complex Environments
  19. SC-Match: Scale-Space Matching with Context Consistency for Side-Scan Sonar Mapping
  20. A Semi-supervised Physics-Aware Triple-Stream Underwater Image Enhancement Network
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2026 AUG Q2

Image Enhancement Techniques

28 papers

Top Topics (10)

Image Enhancement Techniques8
Computer Vision and Pattern Recognition8
Image and Video Processing2
Remote Sensing and LiDAR Applications1
Innovations in Concrete and Construction Materials1
Identification and Quantification in Food1
Artificial Intelligence1
Water Quality Monitoring Technologies1
Optical Wireless Communication Technologies1
Ocean Waves and Remote Sensing1

Top Publications (20)

1.Underwater image enhancement using virtual optical lens modelling and pyramid transformer network with enhanced haze optimization2.VLMs Win a Systematic Evaluation of Underwater Image Reconstruction3.$π$-SUB: A Physics-Informed Synthetic Underwater Benchmark Dataset for Underwater Image Enhancement4.MambaUNet: An Efficient U-Shaped State-Space Network for Underwater Image Enhancement5.Airborne Streak Tube Imaging LiDAR-Based Effective Reconstruction of Urban Water Areas6.Robust Image Processing Techniques for Construction Environment Monitoring Using Underwater Robots7.BenthiCat: An opti-acoustic dataset for advancing benthic classification and habitat mapping8.CoRe-UIE: Rethinking Coexisting and Region-wise Degradation for Underwater Image Enhancement9.Degradation-Guided Underwater Image Restoration with Task-Oriented Latent Control10.AQUA20: A Benchmark Dataset for Underwater Species Classification under Challenging Conditions11.A comparative evaluation of deep learning architectures, loss functions, and ensemble strategies for underwater fish species classification12.Detecting <scp>LED</scp> Colors from Underwater Video Images for Visible Light Communication in a Fish Farm Monitoring System13.A Multi-Scale Underwater Laser Image Restoration Method with Polarization Feature Constraints14.Swimm3R: Splatting with Medium-aware SfM for Underwater 3D Reconstruction15.RPL-UIE: Reliable Prior Learning for Underwater Image Enhancement16.A Sea State Estimation and Uncertainty Awareness Model Integrating Multi-Scale Convolution and DropKey-Transformer17.NCF-Net: Noise Corruption Fusion Network for Robust and Perception-Consistent Underwater Image Enhancement18.ERFA–YOLO: A Real-Time Illegal Angling Detection Framework for Sustainable Aquatic Ecosystem Monitoring in Complex Environments19.SC-Match: Scale-Space Matching with Context Consistency for Side-Scan Sonar Mapping20.A Semi-supervised Physics-Aware Triple-Stream Underwater Image Enhancement Network
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