Latest Research in Advanced Neural Network Applications

50 research papers · 2026 median publication year

Top Research Topics in Advanced Neural Network Applications

Highest-Cited Papers

  1. FireRGBTNet: A Lightweight Forest Fire Detection Model Based on Efficient RGB–Thermal Fusion
  2. Dynamic Low-Rank Modulation and Frequency-Domain Collaboration for Scene-Adaptive Image Fusion Network
  3. VOLA: Improving Open-World Driving by VLM-Based Semantic Attribute Prediction
  4. Hierarchical token-based communication for robust semantic scene perception under network instability
  5. Weighted multi-scale and wavelet-enhanced Segment Anything Model for salient object detection
  6. Multi-scale global-local collaborative learning for accurate significant object detection
  7. Structure-Aware Heterogeneous Dual-Stream Network with Wavelet-Guided Fusion for UAV Infrared–Visible Object Detection
  8. ODE-Net: Occluded traffic sign detection and occlusion percentage estimation via frequency-aware feature fusion
  9. GRASP: Granularity-Aware Region Alignment and Semantic Prototype Learning for Fine-Grained Cross-Modal Understanding in Drone Views
  10. Distilling Vision-Language Models for Robust Traffic Sign Perception in Autonomous Vehicles
  11. Zero-Shot Traffic Accident Detection via a Coarse-to-Fine VLM-Tracking Pipeline
  12. Ranking Image Fusion the Way Humans Do: A Learned Pairwise Preference Measure for Infrared-Visible Fusion Assessment
  13. Handling uncertainty in optimization enabled the deep Q network for traffic sign and criticality detection
  14. Data collection from highways: a geometric, class-agnostic approach to embedded vehicle counting
  15. Parameter-Efficient Semantic Augmentation for Enhancing Open-Vocabulary Object Detection
  16. CLIP-Joint-Detect: End-to-End Joint Training of Object Detectors with Contrastive Vision-Language Supervision
  17. RegisterBridgeMM: A Register-Centric Framework for RGB-Infrared Object Detection
  18. Residual Conditional Diffusion with Transformer Refinement for Unsupervised Infrared–Visible Image Fusion
  19. Modeling Long-Term Memory and Temporal Attention Shifts for Video Salient Object Ranking with a New Benchmark
  20. DRPFNet: Dual-domain Residual Progressive Fusion Network for RGB-Thermal Object Detection
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2026 AUG Q2

Advanced Neural Network Applications

50 papers

Top Topics (10)

Computer Vision and Pattern Recognition26
Advanced Neural Network Applications7
Advanced Image Fusion Techniques5
Visual Attention and Saliency Detection3
Video Surveillance and Tracking Methods2
IoT and GPS-based Vehicle Safety Systems2
Fire Detection and Safety Systems1
Wireless Signal Modulation Classification1
Machine Learning1
Infrastructure Maintenance and Monitoring1

Top Publications (20)

1.FireRGBTNet: A Lightweight Forest Fire Detection Model Based on Efficient RGB–Thermal Fusion2.Dynamic Low-Rank Modulation and Frequency-Domain Collaboration for Scene-Adaptive Image Fusion Network3.VOLA: Improving Open-World Driving by VLM-Based Semantic Attribute Prediction4.Hierarchical token-based communication for robust semantic scene perception under network instability5.Weighted multi-scale and wavelet-enhanced Segment Anything Model for salient object detection6.Multi-scale global-local collaborative learning for accurate significant object detection7.Structure-Aware Heterogeneous Dual-Stream Network with Wavelet-Guided Fusion for UAV Infrared–Visible Object Detection8.ODE-Net: Occluded traffic sign detection and occlusion percentage estimation via frequency-aware feature fusion9.GRASP: Granularity-Aware Region Alignment and Semantic Prototype Learning for Fine-Grained Cross-Modal Understanding in Drone Views10.Distilling Vision-Language Models for Robust Traffic Sign Perception in Autonomous Vehicles11.Zero-Shot Traffic Accident Detection via a Coarse-to-Fine VLM-Tracking Pipeline12.Ranking Image Fusion the Way Humans Do: A Learned Pairwise Preference Measure for Infrared-Visible Fusion Assessment13.Handling uncertainty in optimization enabled the deep Q network for traffic sign and criticality detection14.Data collection from highways: a geometric, class-agnostic approach to embedded vehicle counting15.Parameter-Efficient Semantic Augmentation for Enhancing Open-Vocabulary Object Detection16.CLIP-Joint-Detect: End-to-End Joint Training of Object Detectors with Contrastive Vision-Language Supervision17.RegisterBridgeMM: A Register-Centric Framework for RGB-Infrared Object Detection18.Residual Conditional Diffusion with Transformer Refinement for Unsupervised Infrared–Visible Image Fusion19.Modeling Long-Term Memory and Temporal Attention Shifts for Video Salient Object Ranking with a New Benchmark20.DRPFNet: Dual-domain Residual Progressive Fusion Network for RGB-Thermal Object Detection
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