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Vehicle Speed Estimation

Vehicle speed estimation is the task of detecting and tracking vehicles whose real-world speeds are then estimated. The task is usually evaluated with recall and precision of the detected vehicle tracks as well as the mean or median errors of the estimated vehicle speeds.

Papers

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Showing 1–19 of 19 papers

TitleStatusHype
Vehicle Speed Estimation Using Computer Vision And Evolutionary Camera CalibrationCode1
Detection of 3D Bounding Boxes of Vehicles Using Perspective Transformation for Accurate Speed MeasurementCode1
Detecting Car Speed using Object Detection and Depth Estimation: A Deep Learning Framework—0
Efficient Vision-based Vehicle Speed Estimation—0
Ego Vehicle Speed Estimation using 3D Convolution with Masked Attention—0
Engine and Aftertreatment Co-Optimization of Connected HEVs via Multi-Range Vehicle Speed Planning and Prediction—0
Estimating Vehicle Speed on Roadways Using RNNs and Transformers: A Video-based Approach—0
Mel-spectrogram features for acoustic vehicle detection and speed estimation—0
Vision-based Vehicle Speed Estimation: A Survey—0
An approach to improving sound-based vehicle speed estimation—0
Speed estimation evaluation on the KITTI benchmark based on motion and monocular depth information—0
Towards view-invariant vehicle speed detection from driving simulator images—0
Traffic Surveillance Camera Calibration by 3D Model Bounding Box Alignment for Accurate Vehicle Speed Measurement—0
A dataset for audio-video based vehicle speed estimation—0
Robust Automatic Monocular Vehicle Speed Estimation for Traffic Surveillance—0
Perspective transformation for accurate detection of 3D bounding boxes of vehicles in traffic surveillanceCode0
Vehicle Speed Detection System Utilizing YOLOv8: Enhancing Road Safety and Traffic Management for Metropolitan AreasCode0
SeeFar: Vehicle Speed Estimation and Flow Analysis from a Moving UAVCode0
FARSEC: A Reproducible Framework for Automatic Real-Time Vehicle Speed Estimation Using Traffic CamerasCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Edgelets + BBScale + regMean Speed Measurement Error (km/h)1.1—Unverified
2Transform3DMean Speed Measurement Error (km/h)0.86—Unverified
3Transform2DMean Speed Measurement Error (km/h)0.83—Unverified
4Transform3DMean Speed Measurement Error (km/h)0.75—Unverified