There are 8 repositories under speed-estimation topic.
YOLOv8 Object Tracking using PyTorch, OpenCV and DeepSORT
This project imlements the following tasks in the project: 1. Vehicle counting, 2. Lane detection. 3.Lane change detection and 4.speed estimation
The main objective of this project is to identify overspeed vehicles, using Deep Learning and Machine Learning Algorithms. After acquisition of series of images from the video, trucks are detected using Haar Cascade Classifier. The model for the classifier is trained using lots of positive and negative images to make an XML file. This is followed by tracking down the vehicles and estimating their speeds with the help of their respective locations, ppm (pixels per meter) and fps (frames per second). Now, the cropped images of the identified trucks are sent for License Plate detection. The CCA (Connected Component Analysis) assists in Number Plate detection and Characters Segmentation. The SVC model is trained using characters images (20X20) and to increase the accuracy, 4 cross fold validation (Machine Learning) is also done. This model aids in recognizing the segmented characters. After recognition, the calculated speed of the trucks is fed into an excel sheet along with their license plate numbers. These trucks are also assigned some IDs to generate a systematized database.
A Self-Calibrating End-to-End Pipeline for Real-Time Speed Estimation for Traffic Monitoring
Vehicle counting in a conjusted traffic road where background subtraction gives lower performance.
Traffic analysis using YOLOv4 and OpenCV
Vehicle speed estimation using YOLOv9 for object detection and DeepSORT for tracking
Tracking, counting and speed estimation using yolo8
Speed estimation from a dash camera's feed using optical flow and CNN on Keras
University of Bristol MEng Computer Science Dissertation and Code for 'Predicting Ego-Vehicle Speed from Monocular Dash-Cam Video in Diverse Conditions'.
A Tiny repo for solving the Vehicle Speed Estimation (car) problem based on Track 1 - AICity Challenge 2018
Vehicles speed detection and estimated speed tracking using Python with OpenCV and dlib libraries
A script to track objects and estimate their speed in videos
This is an end-to-end traffic violation detection system in real time
This GitHub repository features an efficient project for Automatic License Plate Detection (ALPR) and Speed Estimation. Utilizing YOLOv8, SORT, and EasyOCR, the project achieves accurate results in real-time.
This repository contains everything to reproduce the gait speed sensor created in the LIARA Lab
Vehicle detection, tracking, counting, and speed estimation | project for the Vision & Cognitive System course (CompSci @ UniPd) | w/ Shakiba Farjood Fashalami
Repo of computer-vision/ML/DL project analysing football games
Traffic Signal Controll by Tracking, counting and speed estimation of vehicles on surveillance cameras using YOLO v9 and Reinforcement Learning
Spice up your longboard riding with the power of rainbows. The rainbow effect's speed is proportional to the boards speed giving a mesmerizing effect.
IU Projects
Exploratory project into Vehicle Detection
Estimate vehicle speed on a field with known distance