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Apisak Srihamat's Projects

cezerin2 icon cezerin2

Cezerin2 is React and Node.js based eCommerce platform. React Shopping Cart. Based from Cezerin

compose icon compose

Define and run multi-container applications with Docker

flutter_facebook_login icon flutter_facebook_login

A Flutter plugin for allowing users to authenticate with native Android & iOS Facebook login SDKs.

libra icon libra

Libra’s mission is to enable a simple global currency and financial infrastructure that empowers billions of people.

samples icon samples

A collection of Flutter examples and demos

speed-estimation-of-vehicles-with-plate-detection icon speed-estimation-of-vehicles-with-plate-detection

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.

tensorflow_object_counting_api icon tensorflow_object_counting_api

🚀 The TensorFlow Object Counting API is an open source framework built on top of TensorFlow and Keras that makes it easy to develop object counting systems!

website icon website

Libra’s mission is to enable a simple global currency and financial infrastructure that empowers billions of people.

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