Latest Research in Image Enhancement Techniques

93 research papers · 2026 median publication year

Top Research Topics in Image Enhancement Techniques

Highest-Cited Papers

  1. A Comparison of Data Augmentation Methods for Training Deep Neural Networks on Synthetic Aperture Sonar
  2. Cross-Modal Offshore Platform Detection Method via Domain-Invariant Feature Learning
  3. SC-Match: Scale-Space Matching with Context Consistency for Side-Scan Sonar Mapping
  4. Semi-Supervised Structural Prior-Guided Network for Space Target Component Segmentation in ISAR Images
  5. A Resource-Efficient Framework for Degraded Underwater Image Object Detection
  6. A Quad-Polarimetric SAR image reconstruction network and wetland classification fusing optical texture and polarization information
  7. Direction-adaptive Mamba: Spatial-Frequency Dual-Domain Collaborative Learning for PolSAR Image Classification
  8. A Semi-supervised Physics-Aware Triple-Stream Underwater Image Enhancement Network
  9. WGDnet: Wishart-guided Geometric-aware Deep Network for PolSAR Image Classification
  10. SGDC-UIE: A Semantic Guidance Network with Degradation Consistency for Underwater Image Enhancement
  11. A lightweight underwater biological object detector with enhanced cross-scale feature interaction
  12. CD-TrGNN: A Complex-Domain Transformer–Graph Neural Network for ISAR Space Target Attitude Estimation
  13. An Improved Recognition Technique for Ship Targets Based on Dual-Path Cooperative Fusion Mechanism
  14. A Rule-based Optimized Mathematical Framework for High-fidelity Aerial Image Restoration
  15. DY-LUT: Depth-Aware YCbCr Lookup Tables for Real-Time Underwater Image Enhancement
  16. CLUIE: Clustering-Aware Recurrent Propagation with Local Structural Compensation for Underwater Image Enhancement
  17. Enhanced DUSt3R for Underwater 3D Reconstruction in Shallow Water Environments
  18. Improved YOLO for Underwater Small Target Detection with New Detector Head and Attention Mechanism
  19. Complementary Usage of RTI and SfM-MVS for Inspecting Reflective Weld Seams under Water
  20. Recent advancements in underwater object detection with YOLOv8-YOLOv12: a structured review
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2026 JUL Q4

Image Enhancement Techniques

93 papers

Top Topics (10)

Image Enhancement Techniques17
Computer Vision and Pattern Recognition15
Advanced Neural Network Applications10
Synthetic Aperture Radar (SAR) Applications and Techniques7
Advanced SAR Imaging Techniques4
Underwater Vehicles and Communication Systems3
Robotics3
Maritime Navigation and Safety3
Image and Video Processing2
Advanced Image Processing Techniques2

Top Publications (20)

1.A Comparison of Data Augmentation Methods for Training Deep Neural Networks on Synthetic Aperture Sonar2.Cross-Modal Offshore Platform Detection Method via Domain-Invariant Feature Learning3.SC-Match: Scale-Space Matching with Context Consistency for Side-Scan Sonar Mapping4.Semi-Supervised Structural Prior-Guided Network for Space Target Component Segmentation in ISAR Images5.A Resource-Efficient Framework for Degraded Underwater Image Object Detection6.A Quad-Polarimetric SAR image reconstruction network and wetland classification fusing optical texture and polarization information7.Direction-adaptive Mamba: Spatial-Frequency Dual-Domain Collaborative Learning for PolSAR Image Classification8.A Semi-supervised Physics-Aware Triple-Stream Underwater Image Enhancement Network9.WGDnet: Wishart-guided Geometric-aware Deep Network for PolSAR Image Classification10.SGDC-UIE: A Semantic Guidance Network with Degradation Consistency for Underwater Image Enhancement11.A lightweight underwater biological object detector with enhanced cross-scale feature interaction12.CD-TrGNN: A Complex-Domain Transformer–Graph Neural Network for ISAR Space Target Attitude Estimation13.An Improved Recognition Technique for Ship Targets Based on Dual-Path Cooperative Fusion Mechanism14.A Rule-based Optimized Mathematical Framework for High-fidelity Aerial Image Restoration15.DY-LUT: Depth-Aware YCbCr Lookup Tables for Real-Time Underwater Image Enhancement16.CLUIE: Clustering-Aware Recurrent Propagation with Local Structural Compensation for Underwater Image Enhancement17.Enhanced DUSt3R for Underwater 3D Reconstruction in Shallow Water Environments18.Improved YOLO for Underwater Small Target Detection with New Detector Head and Attention Mechanism19.Complementary Usage of RTI and SfM-MVS for Inspecting Reflective Weld Seams under Water20.Recent advancements in underwater object detection with YOLOv8-YOLOv12: a structured review
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