Latest Research in Advanced Neural Network Applications

Top Research Topics in Advanced Neural Network Applications

• Computer Vision and Pattern Recognition — 22 papers
• Advanced Neural Network Applications — 18 papers
• Image Enhancement Techniques — 14 papers
• Advanced SAR Imaging Techniques — 10 papers
• Image and Video Processing — 6 papers
• Water Quality Monitoring Technologies — 4 papers
• Underwater Acoustics Research — 4 papers
• Synthetic Aperture Radar (SAR) Applications and Techniques — 4 papers
• Maritime Navigation and Safety — 3 papers
• Coral and Marine Ecosystems Studies — 2 papers

Highest-Cited Papers

1. SED-FOD: Scattering-Aware Expert Decomposition for Few-Shot Cross-Sensor SAR Object Detection
2. Dynamic SpectraFormer for Ultra-High-Definition Underwater Image Enhancement (1 citations)
3. Two-Stage Teacher-Student Reliable Prior Learning for Robust Underwater Image Enhancement
4. Unsupervised structural grouping for enhancing 3D reconstruction from investigation videos of Fukushima Daiichi Nuclear Power Station
5. UADet: Redefining Marine Debris Detection in Degraded Underwater Scenes with Adaptive Feature and Boundary Refinement
6. Leveraging existing sparse point annotations for benthic imagery dense segmentation
7. HMG-Former: a hierarchical meta-graph transformer framework for robust multi-class SAR target recognition
8. BGD-Net: An Object–Background Decoupling Network for Oriented Object Detection in Complex Remote Sensing Scenes
9. An interpretable hydrodynamic intelligence framework for underwater species detection using biomimetic sensing and hybrid deep learning models
10. HiFi-Det: Collaborative Multi-Scale Frequency-Domain Feature Optimization for Crown-of-Thorns Starfish Detection in Complex Underwater Environments
11. Tea Shoot Category Detection Based on UAV Remote Sensing
12. GHGL-Net: gated hierarchical group learning with decoupled spectral-spatial dual attention for underwater image restoration
13. Automatic LOFAR Line-Spectrum Extraction with Hybrid Dataset Construction and a Continuity-Aware U-Net
14. Underwater Color Restoration with Vanishing Uncertainty
15. LMOD-YOLO: A lightweight YOLO model for marine organism visual detection
16. A Multi-Annotator Study of Segmentation Noise and Uncertainty in Turbid Underwater Images
17. Multi-Dimensional Collaborative Enhancement Method for Small-Object Detection in Complex Underwater Scenarios
18. Visual Autonomous Docking for Unmanned Surface Vehicles Using Lightweight Supervised Learning Framework
19. SURT-DETR: Sea-Sky Line Context-Aware and Uncertainty-Guided Small Object Detection for Unmanned Surface Vehicles
20. Confusing and Challenging Negative Proposals Mining for Few-Shot SAR Ship Detection Based on Uncertainty Estimation