A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions | Paper Citation Record

Observation 76c44f35-a205-4078-957e-4ca6bc760265 · outbound

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Data- driven intelligent transportation systems: A survey,

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This paper cites Explainable ai for safe and trustworthy autonomous driving: A system- atic review,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Explainable ai for safe and trustworthy autonomous driving: A system- atic review,

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This paper cites Navigation of a uav network for optimal surveillance of a group of ground targets moving along a road,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Navigation of a uav network for optimal surveillance of a group of ground targets moving along a road,

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This paper cites UA V-enabled intelligent transportation systems for the smart city: Applications and challenges,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions UA V-enabled intelligent transportation systems for the smart city: Applications and challenges,

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This paper cites Applications of unmanned aerial vehicle (uav) in road safety, traffic and highway infrastructure management: Recent advances and challenges,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Applications of unmanned aerial vehicle (uav) in road safety, traffic and highway infrastructure management: Recent advances and challenges,

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This paper cites A study on vehicle detection through aerial images: Various challenges, issues and applications,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions A study on vehicle detection through aerial images: Various challenges, issues and applications,

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This paper cites Advances of uavs toward future transportation: The state-of-the-art, challenges, and opportuni- ties,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Advances of uavs toward future transportation: The state-of-the-art, challenges, and opportuni- ties,

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Observation 0dd2fd62-1dcc-4ae9-a86b-7557c2702b41 · outbound

This paper cites Vehicle detection from uav imagery with deep learning: A review,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Vehicle detection from uav imagery with deep learning: A review,

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Observation ddb1ce2b-d01e-4a12-8a7a-3c8d961f3b8e · outbound

This paper cites Machine learning for UA V- aided ITS: A review with comparative study,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Machine learning for UA V- aided ITS: A review with comparative study,

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This paper cites UA V video vehicle detection: Benchmark and baseline,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions UA V video vehicle detection: Benchmark and baseline,

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Observation d3fd58e4-1b0d-4746-ac5e-6506da8b8c4d · outbound

This paper cites A systematic review of drone based road traffic monitoring system,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions A systematic review of drone based road traffic monitoring system,

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Observation 7275c70e-fe6c-4902-a202-14d5701d7e99 · outbound

This paper cites Unmanned aerial vehicle-aided intelligent transportation systems: Vision, challenges, and opportunities,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Unmanned aerial vehicle-aided intelligent transportation systems: Vision, challenges, and opportunities,

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Observation 7cd86da1-5858-4a95-a666-8fa9167f2029 · outbound

This paper cites Developing a more reliable framework for extracting traffic data from a uav video,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Developing a more reliable framework for extracting traffic data from a uav video,

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Observation 30a4494f-6371-4e7e-866e-55359f012844 · outbound

This paper cites Efficient joint deployment of multi-UA Vs for target tracking in traffic big data,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Efficient joint deployment of multi-UA Vs for target tracking in traffic big data,

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This paper cites On-demand routing for urban V ANETs using cooperating UA Vs,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions On-demand routing for urban V ANETs using cooperating UA Vs,

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This paper cites You only look once: Unified, real-time object detection,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions You only look once: Unified, real-time object detection,

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This paper cites Combining monocular and stereo- vision for real-time vehicle ranging and tracking on multilane high- ways,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Combining monocular and stereo- vision for real-time vehicle ranging and tracking on multilane high- ways,

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Observation e41f840d-bae7-470d-83e6-6688a0e37df4 · outbound

This paper cites Urban traffic monitoring and analysis using unmanned aerial vehicles (uavs): A systematic literature review,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Urban traffic monitoring and analysis using unmanned aerial vehicles (uavs): A systematic literature review,

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Observation a3733f3b-3c7c-4bc3-af8c-7f80b7a0d0c2 · outbound

This paper cites A survey of deep learning techniques for vehicle detection from uav images,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions A survey of deep learning techniques for vehicle detection from uav images,

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Observation 2943e0a3-1cfe-4462-aa8b-416a16c42091 · outbound

This paper cites A review on deep learning in uav remote sensing,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions A review on deep learning in uav remote sensing,

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Observation 3a6a9bc4-5b29-4f3a-89d6-5a1303911325 · outbound

This paper cites Uav assistance paradigm: State-of-the-art in applications and challenges,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Uav assistance paradigm: State-of-the-art in applications and challenges,

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Observation bdae9e75-46e2-4e55-aa01-38326b5aad5b · outbound

This paper cites A survey of unmanned aerial vehicles (uavs) for traffic monitoring,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions A survey of unmanned aerial vehicles (uavs) for traffic monitoring,

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This paper cites Application of deep learning method for real-time traffic analysis using uav,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Application of deep learning method for real-time traffic analysis using uav,

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This paper cites Analysis of the occlusion interference problem in target tracking,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Analysis of the occlusion interference problem in target tracking,

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This paper cites Performance analysis of vehicle detection algorithm in aerial traffic videos,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Performance analysis of vehicle detection algorithm in aerial traffic videos,

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This paper cites Target detection and recognition for traffic congestion in smart cities using deep learning-enabled uavs: A review and analysis,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Target detection and recognition for traffic congestion in smart cities using deep learning-enabled uavs: A review and analysis,

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This paper cites A survey of object detection for uavs based on deep learning,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions A survey of object detection for uavs based on deep learning,

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This paper cites Deep learning for un- manned aerial vehicle-based object detection and tracking: A survey,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Deep learning for un- manned aerial vehicle-based object detection and tracking: A survey,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions A comparison of deep learning-based object detection for unmanned aerial vehicle,

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This paper cites Small Object Detection: A Comprehensive Survey on Challenges, Techniques and Real-World Applications.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Small Object Detection: A Comprehensive Survey on Challenges, Techniques and Real-World Applications

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Deep residual learning for image recognition,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Very deep convolutional networks for large-scale image recognition,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Edgenet: Balancing accuracy and performance for edge-based convolutional neural network object detectors,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Dronet: Efficient convolutional neural network detector for real-time uav applications,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Feature pyramid networks for object detection,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Path aggregation network for instance segmentation,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Efficientdet: Scalable and efficient object detection,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Ssd: Single shot multibox detector,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Faster r-cnn: Towards real-time object detection with region proposal networks,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions YOLOX: Exceeding YOLO Series in 2021

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Fcos: Fully convolutional one- stage object detection,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Efficient convnet- based object detection for unmanned aerial vehicles by selective tile processing,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Slicing aided hyper inference and fine-tuning for small object detection,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Pc-yolo11s: a lightweight and effective feature extraction method for small target image detection,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Lud-yolo: A novel lightweight object detection network for unmanned aerial vehicle,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions End-to-end object detection with transformers,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Deformable DETR: Deformable Transformers for End-to-End Object Detection

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Detrs with collaborative hybrid assignments training,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Detrs beat yolos on real-time object detection,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Simple open-vocabulary object detection,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Transformers in vision: A survey,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Swin transformer: Hierarchical vision transformer using shifted win- dows,

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Rf- detr: Neural architecture search for real-time detection transformers,

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Observation 8cdf9deb-6ccf-424c-9d8f-138544c283e5 · outbound

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A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Efficientformer: Vision transformers at mobilenet speed,

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Observation c5f5f2ce-b129-4519-ae38-f6aae14f1e2b · outbound

This paper cites Benchmark analysis of representative deep neural network architectures,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Benchmark analysis of representative deep neural network architectures,

Reference 57

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Observation 289c6914-07d4-4829-b570-eca5c84afda0 · outbound

This paper cites Simple online and realtime tracking with a deep association metric,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Simple online and realtime tracking with a deep association metric,

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.756967Z

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Observation 5ea1d38e-0178-4a8a-9f1a-db014ff747bc · outbound

This paper cites Strongsort: Make deepsort great again,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Strongsort: Make deepsort great again,

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.760461Z

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Observation 81cc3c81-c8fe-4801-9f3b-bcc2c0fb66a0 · outbound

This paper cites Bytetrack: Multi-object tracking by associating every detection box,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Bytetrack: Multi-object tracking by associating every detection box,

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.764329Z

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Observation 10408980-f2a6-49ec-afab-70bc692dd00d · outbound

This paper cites Efficientnet: Rethinking model scaling for con- volutional neural networks,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Efficientnet: Rethinking model scaling for con- volutional neural networks,

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.767905Z

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Observation 8c1db18a-c0b0-480f-b5de-ee2e6993d4c1 · outbound

This paper cites Comparison of cspdarknet53, cspresnext- 50, and efficientnet-b0 backbones on yolo v4 as object detector,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Comparison of cspdarknet53, cspresnext- 50, and efficientnet-b0 backbones on yolo v4 as object detector,

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.771320Z

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Observation ac8a1daa-2586-48f5-9759-a9a33be69dd7 · outbound

This paper cites Mobilenet-ca-yolo: An improved yolov7 based on the mobilenetv3 and attention mechanism for rice pests and diseases detection,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Mobilenet-ca-yolo: An improved yolov7 based on the mobilenetv3 and attention mechanism for rice pests and diseases detection,

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.774938Z

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Observation f5581613-d6fc-4d57-9aa5-93851204a85d · outbound

This paper cites Squeeze-and-excitation networks,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Squeeze-and-excitation networks,

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.778464Z

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Observation b9824be8-4d33-4516-a2cb-4045cd6d9c4b · outbound

This paper cites Cbam: Convolutional block attention module,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Cbam: Convolutional block attention module,

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.781907Z

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Observation aed3efb5-c200-4b11-9e4a-c53bd617375a · outbound

This paper cites Fully convolutional one-stage 3d object detection on lidar range images,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Fully convolutional one-stage 3d object detection on lidar range images,

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.785444Z

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Observation a6b36a42-1605-4692-8602-693cd11dd5da · outbound

This paper cites Focal loss for dense object detection,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Focal loss for dense object detection,

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.789104Z

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Observation a1b053c0-b565-43ce-9b46-e833c5f4c011 · outbound

This paper cites Generalized intersection over union: A metric and a loss for bounding box regression,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Generalized intersection over union: A metric and a loss for bounding box regression,

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.792919Z

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Observation dce8d645-354b-4d42-af5f-b994495fff17 · outbound

This paper cites Vit-yolo: Transformer-based yolo for object detection,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Vit-yolo: Transformer-based yolo for object detection,

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.796447Z

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Observation 52c19b93-f911-4bdd-a30a-834c03dc8941 · outbound

This paper cites You only look one-level feature,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions You only look one-level feature,

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.800249Z

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Observation 0c844dd0-2633-4e41-9e8e-375048f8884b · outbound

This paper cites YOLOv12: Attention-Centric Real-Time Object Detectors.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions YOLOv12: Attention-Centric Real-Time Object Detectors

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.803830Z

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Observation 3ad0bfd0-6451-4d68-a68a-d3dc7c34ffc1 · outbound

This paper cites Drone-yolo: An efficient neural network method for target detection in drone images,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Drone-yolo: An efficient neural network method for target detection in drone images,

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.807623Z

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Observation 2dcb2f13-70b6-4638-bafd-196961f43148 · outbound

This paper cites Repvgg: Mak- ing vgg-style convnets great again,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Repvgg: Mak- ing vgg-style convnets great again,

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.811148Z

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Observation 592dfc61-ae39-42e5-9e76-697cc77ad175 · outbound

This paper cites Dau-yolo: A lightweight and effective method for small object detection in uav images,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Dau-yolo: A lightweight and effective method for small object detection in uav images,

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.814739Z

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Observation d4a5c3c2-3b53-47dc-8812-1268de617f12 · outbound

This paper cites Visdrone- det2019: The vision meets drone object detection in image challenge results,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Visdrone- det2019: The vision meets drone object detection in image challenge results,

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.818552Z

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Observation 88697ce7-4258-4208-91be-437df7438ccd · outbound

This paper cites Aerial multi-vehicle detection dataset,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Aerial multi-vehicle detection dataset,

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.822273Z

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Observation bc28ed4e-a587-4c1b-9cbd-47e8bd4b4f56 · outbound

This paper cites On the new era of urban traffic monitoring with massive drone data: The pNEUMA large-scale field experiment,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions On the new era of urban traffic monitoring with massive drone data: The pNEUMA large-scale field experiment,

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.825964Z

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Observation e98057a0-844e-45f5-90a0-2741038fc792 · outbound

This paper cites A critical evaluation of the next generation simulation (ngsim) vehicle trajectory dataset,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions A critical evaluation of the next generation simulation (ngsim) vehicle trajectory dataset,

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.829735Z

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Observation f696c015-d9ce-49e2-b76c-418c524a4ff5 · outbound

This paper cites Learning social etiquette: Human trajectory understanding in crowded scenes,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Learning social etiquette: Human trajectory understanding in crowded scenes,

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.833242Z

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Observation 7d228743-5404-4658-a9d8-15a953a746a5 · outbound

This paper cites Vsai: A multi- view dataset for vehicle detection in complex scenarios using aerial images,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Vsai: A multi- view dataset for vehicle detection in complex scenarios using aerial images,

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.836859Z

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Observation 4a3d8453-0a5c-4d9c-9194-44da8f86b139 · outbound

This paper cites The monet dataset: Multimodal drone thermal dataset recorded in rural scenarios,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions The monet dataset: Multimodal drone thermal dataset recorded in rural scenarios,

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.840370Z

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Observation 40047657-0c45-4cde-b8e7-2a8c3b17cf2c · outbound

This paper cites The unmanned aerial vehicle benchmark: Object detection and tracking,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions The unmanned aerial vehicle benchmark: Object detection and tracking,

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.990346Z

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Observation 1657b63d-815d-43a7-8c73-ece2fea576f6 · outbound

This paper cites Au-air: A multi-modal unmanned aerial vehicle dataset for low altitude traffic surveillance,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Au-air: A multi-modal unmanned aerial vehicle dataset for low altitude traffic surveillance,

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.980855Z

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Observation b2f69d1e-1636-4486-8673-3de096ab80ac · outbound

This paper cites The ad4che dataset and its application in typical congestion scenarios of traffic jam pilot systems,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions The ad4che dataset and its application in typical congestion scenarios of traffic jam pilot systems,

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.971369Z

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Observation 37d48eed-16e4-4792-9ea0-93757094ffe8 · outbound

This paper cites Automatum data: Drone-based highway dataset for the development and validation of automated driving software for research and commercial applications,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Automatum data: Drone-based highway dataset for the development and validation of automated driving software for research and commercial applications,

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.962961Z

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Observation aa0f902b-dfd2-40b5-b4c5-8e9fe6a25c0c · outbound

This paper cites Sind: A drone dataset at signalized intersection in china,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Sind: A drone dataset at signalized intersection in china,

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.954045Z

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Observation 8fa25898-303f-434c-b7d5-05f8f95117e4 · outbound

This paper cites INTERACTION Dataset: An INTERnational, Adversarial and Cooperative moTION Dataset in Interactive Driving Scenarios with Semantic Maps.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions INTERACTION Dataset: An INTERnational, Adversarial and Cooperative moTION Dataset in Interactive Driving Scenarios with Semantic Maps

Reference 87

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Observation 225d8737-6ee1-4e72-aacc-a360c8432015 · outbound

This paper cites Spatiotemporal object detection for improved aerial vehicle detection in traffic monitoring,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Spatiotemporal object detection for improved aerial vehicle detection in traffic monitoring,

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.944250Z

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Observation 346d15f8-4e85-4a76-b44e-7393089caf21 · outbound

This paper cites Dota: A large-scale dataset for object detection in aerial images,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Dota: A large-scale dataset for object detection in aerial images,

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.933189Z

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Observation ab0f744f-a745-496f-9b97-3b3629943879 · outbound

This paper cites Ts4net: Two-stage sample selective strategy for rotating object detection,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Ts4net: Two-stage sample selective strategy for rotating object detection,

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.923321Z

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Observation d08909e7-1336-46f4-9a94-791d77f072e1 · outbound

This paper cites Anchor-free oriented proposal generator for object detection,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Anchor-free oriented proposal generator for object detection,

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.912888Z

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Observation 3143dc6c-496d-4e5a-a500-85a7e537baab · outbound

This paper cites Towards large-scale small object detection: Survey and benchmarks,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Towards large-scale small object detection: Survey and benchmarks,

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.902946Z

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Observation c8fdecb0-eaec-443f-9df4-1b16b507a66b · outbound

This paper cites Mor-uav: A benchmark dataset and baselines for moving object recognition in uav videos,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Mor-uav: A benchmark dataset and baselines for moving object recognition in uav videos,

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.892266Z

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Observation 36dbbbb6-7834-4105-b2a0-14be33e03ab8 · outbound

This paper cites Cascade r-cnn: Delving into high quality object detection,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Cascade r-cnn: Delving into high quality object detection,

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-11T00:35:46.888047Z

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Observation 8aaefa95-3932-4dc5-a0a7-ce53ac42d5e9 · outbound

This paper cites Dmnet: A network archi- tecture using dilated convolution and multiscale mechanisms for spa- tiotemporal fusion of remote sensing images,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Dmnet: A network archi- tecture using dilated convolution and multiscale mechanisms for spa- tiotemporal fusion of remote sensing images,

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.874759Z

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Observation 13950f9b-f431-4159-b3f2-ea0b7bd38d54 · outbound

This paper cites Cdnet 2014: An expanded change detection benchmark dataset,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Cdnet 2014: An expanded change detection benchmark dataset,

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.865154Z

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Observation 9783939c-f7f8-427f-95fe-c879926da970 · outbound

This paper cites Msa-yolo: a remote sensing object detection model based on multi-scale strip attention,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Msa-yolo: a remote sensing object detection model based on multi-scale strip attention,

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.854259Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6119472a-58ba-4ded-ade2-6546dbab5548 · outbound

This paper cites Cf-yolo for small target detection in drone imagery based on yolov11 algorithm,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Cf-yolo for small target detection in drone imagery based on yolov11 algorithm,

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.843911Z

Source-reported events for the cited work

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Observation 1b866edd-6765-46a2-9f01-a8fa36079b8b · outbound

This paper cites SL-YOLO: A Stronger and Lighter Drone Target Detection Model.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions SL-YOLO: A Stronger and Lighter Drone Target Detection Model

Reference 99

Resolution: verified exact; local_arxiv, observed 2026-08-11T00:35:47.166649Z

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Observation cc3d0ce6-5dfb-41b0-a85e-69f3d3bd51ec · outbound

This paper cites Enhancing uav aerial image analysis: Integrating advanced sahi techniques with real-time detection models on the visdrone dataset,.

A Review of Vision-Based Vehicle Detection for UAV-Based Traffic Monitoring: Experimental Insights and Future Directions Enhancing uav aerial image analysis: Integrating advanced sahi techniques with real-time detection models on the visdrone dataset,

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:35:47.833487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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