Natthasit WongsirikulBuilding an Image Classification Model with Limited and Unbalanced Dataset via Contrastive LearningThis post is a deep dive into how I created a classification model to predict the state that a crane is in. The detail of the problem…Jan 23, 2023Jan 23, 2023
Natthasit WongsirikulMobile Crane Usage Monitoring with CVMobile crane is an important equipment used in construction. Compliance with proper operating procedures is important to prevent accident…Jan 23, 20231Jan 23, 20231
Natthasit WongsirikulYOLO Model Compression via Filter Pruning for Efficient Inference on Raspberry PiIn previous post, I talked about convolutional neural network (CNN) model compression via pruning. Here in this post, I will share my…Nov 27, 20211Nov 27, 20211
Natthasit WongsirikulCNN Model Compression via PruningWith advances in deep neural network (DNN) and its application in computer vision (CV) such as image classification, object detection, or…Nov 27, 2021Nov 27, 2021
Natthasit WongsirikulOptimizing Deep Neural Network (DNN) for Embedded SystemDeep Neural Network (DNN) and specifically convolutional neural network (CNN) is probably the most popular technique in the field computer…Nov 25, 2021Nov 25, 2021
Natthasit WongsirikulNon Deep Learning License Plate Detection AlgorithmThis was a project to create an automatic speeding ticketing system were car that went above the speed limits were captured. The problem…Nov 12, 2021Nov 12, 2021
Natthasit WongsirikulFire Alert System with Multi-Label Classification Model Explained by GradCAMThis is the 2nd post to the fire alert system series where I will share interesting things, I learnt. In my previous post, I trained a…Oct 20, 20211Oct 20, 20211
Natthasit WongsirikulFire Alert System with Classification Model Explained by Class Activation MapThis project was based on client’s request for a fire detection system that was implemented on top of their existing CCTV system. This is a…Oct 19, 2021Oct 19, 2021
Natthasit WongsirikulImproving Gas Cylinder Digits Detection with Synthetic DatasetThe problem statement was a gas cylinder repair factory wanted to automate screening process to separate cylinder into two groups: enter…Oct 15, 20212Oct 15, 20212
Natthasit WongsirikulCassava Crop Line DetectionPrevious Post on Cassava Crop CountingOct 11, 20211Oct 11, 20211
