Latest Research in Video Surveillance and Tracking Methods

Top Research Topics in Video Surveillance and Tracking Methods

• Advanced Neural Network Applications — 13 papers
• Computer Vision and Pattern Recognition — 10 papers
• Video Surveillance and Tracking Methods — 6 papers
• Image Enhancement Techniques — 3 papers
• Autonomous Vehicle Technology and Safety — 2 papers
• Human Pose and Action Recognition — 1 papers
• CCD and CMOS Imaging Sensors — 1 papers
• Robotics and Sensor-Based Localization — 1 papers
• Adversarial Robustness in Machine Learning — 1 papers
• Vehicle License Plate Recognition — 1 papers

Highest-Cited Papers

1. Lightweight ACG-YOLO with Collaborative Attention Mechanisms for Real-Time Public Safety Surveillance and Edge Deployment
2. StrongerSORT: Improving DeepSORT for Stronger Human Tracking
3. IRA-YOLO: Inter-Class Relation Attention for PPE Detection in Industrial Scenes
4. Constellation Dataset: Benchmarking High-Altitude Object Detection for an Urban Intersection (1 citations)
5. Deep Learning Model for Handling Environmental Variability and Tracking Occluded Vehicles for Video Surveillance
6. Reliability-Aware Semantic Gating with Retrieval-Augmented Association for Online Multi-Object Tracking Under Industrial Low-Altitude Proxy Conditions
7. UNCERTAINTY GUIDED CLASSIFIER GATED SEGMENTATION FOR EFFICIENT CAMERA LENS DEFECT LOCALIZATION
8. Optimization-Oriented Hybrid Visual Perception Architecture for Safety-Aware Pedestrian and Animal Detection in Autonomous Urban Mobility
9. Object-state-based frame sampling for efficient video object detection
10. MHF-Net: Multi-Modal Residual Fusion Object Detection Network Based on High-Frequency Gated Convolution
11. Frequency-oriented adaptive real-time object detector for cluttered traffic scenes
12. Safety-Constrained Vehicle-to-Pedestrian Guidance for Visually Impaired Pedestrians: Multi-Camera Consensus Gating in Edge–Fog–Cloud ITS Architecture
13. Contour-Guided Spectral Routing for Robust Real-Time Pedestrian Detection
14. Vision-Based Perception of UAV Targets Under Synthetic Fog: A Task-Oriented Evaluation
15. A Geo-consistent Weather Augmentation Method for Improving UAV Localization Robustness under Adverse Meteorological Conditions
16. Architectural robustness in lane detection systems: Geometric constraints and adversarial stability
17. Research on multimodal dense small object detection algorithms guided by cross-modal information
18. MicroVision: An open dataset and benchmark models for detecting vulnerable road users and micromobility vehicles
19. A CNN-LSTM based framework for object detection and occlusion-handling in video surveillance
20. YOLOv11m–CA: Lightweight Coordinate Attention for Tiny Person and Bicycle Detection in a VOC-Based Setting