Latest Research in Video Surveillance and Tracking Methods

29 research papers · 2026 median publication year

Top Research Topics in Video Surveillance and Tracking Methods

Highest-Cited Papers

  1. Exploring Decoupled Spatio-Temporal Consistency Learning and Self-Prompting Evolution for Self-Supervised Tracking
  2. MVTrack: Ultrafast Appearance-Free Moving Object Tracking from Compressed Bitstreams
  3. Data-driven Physical Adjustment for Nonlinear Motion Tracking
  4. FeedbackTrack: Visual-Cortex-Inspired Cross-Frame Feedback for Transformer Tracking
  5. Bridging Object Detection and Segmentation with Polygon Detection Transformers
  6. GenTrack3: Hybrid Stochastic-Deterministic Online Multi-Object Tracking with Cluster-Aware Association
  7. ATLASFusion: Aggregation Tracking with Location-Aware Sparse Fusion for Robust Spatio-Temporal Multi-View Pedestrian Tracking
  8. Adaptive token division-based transformer for visual object tracking
  9. Robust object tracking using segmented credible template and dynamic template set updating strategy
  10. Open-World Hierarchical Perception: Taxonomic Abstraction over Class-Agnostic Proposals for the Safe Handling of Out-of-Vocabulary Road Objects
  11. Learning a unified graph transformer with mamba-based dynamic state evolution for 3D multi-object tracking
  12. Geometric-Topological Perception and Motion Prior for Real-Time Satellite Video Object Tracking
  13. Enhancing Visual Perception in Foggy Conditions via Multiclass Fog Density Modeling
  14. Parameter-Dynamic Adaptive Fusion and Calibration Network for RGBT Tracking
  15. AURORA-Track: Uncertainty-Aware Identity Prediction for Robust Multi-Object Tracking in Satellite Video
  16. A Unified Benchmark and Modality-Adaptive Network for Day-and-Night Drone-View Geo-Localization
  17. RRTrack: Robust and Recoverable Object 6D Pose Tracking for Dynamic Scenes
  18. Tractable Approximation of Labeled Multi-Object Posterior Densities
  19. Geo-Visual Fusion: An Enhanced Strategy for Drone Object Detection Based on High-Definition Map Context
  20. Efficient Tracking and Understanding Object Transformations
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2026 AUG Q2

Video Surveillance and Tracking Methods

29 papers

Top Topics (8)

Computer Vision and Pattern Recognition20
Video Surveillance and Tracking Methods3
Inertial Sensor and Navigation1
Advanced Graph Neural Networks1
Methodology1
Advanced Neural Network Applications1
Neural and Evolutionary Computing1
Artificial Intelligence1

Top Publications (20)

1.Exploring Decoupled Spatio-Temporal Consistency Learning and Self-Prompting Evolution for Self-Supervised Tracking2.MVTrack: Ultrafast Appearance-Free Moving Object Tracking from Compressed Bitstreams3.Data-driven Physical Adjustment for Nonlinear Motion Tracking4.FeedbackTrack: Visual-Cortex-Inspired Cross-Frame Feedback for Transformer Tracking5.Bridging Object Detection and Segmentation with Polygon Detection Transformers6.GenTrack3: Hybrid Stochastic-Deterministic Online Multi-Object Tracking with Cluster-Aware Association7.ATLASFusion: Aggregation Tracking with Location-Aware Sparse Fusion for Robust Spatio-Temporal Multi-View Pedestrian Tracking8.Adaptive token division-based transformer for visual object tracking9.Robust object tracking using segmented credible template and dynamic template set updating strategy10.Open-World Hierarchical Perception: Taxonomic Abstraction over Class-Agnostic Proposals for the Safe Handling of Out-of-Vocabulary Road Objects11.Learning a unified graph transformer with mamba-based dynamic state evolution for 3D multi-object tracking12.Geometric-Topological Perception and Motion Prior for Real-Time Satellite Video Object Tracking13.Enhancing Visual Perception in Foggy Conditions via Multiclass Fog Density Modeling14.Parameter-Dynamic Adaptive Fusion and Calibration Network for RGBT Tracking15.AURORA-Track: Uncertainty-Aware Identity Prediction for Robust Multi-Object Tracking in Satellite Video16.A Unified Benchmark and Modality-Adaptive Network for Day-and-Night Drone-View Geo-Localization17.RRTrack: Robust and Recoverable Object 6D Pose Tracking for Dynamic Scenes18.Tractable Approximation of Labeled Multi-Object Posterior Densities19.Geo-Visual Fusion: An Enhanced Strategy for Drone Object Detection Based on High-Definition Map Context20.Efficient Tracking and Understanding Object Transformations
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