Coding University

Gesture Mouse Control Technology is moving towards more natural and touchless ways of interaction. Gesture-based systems are a major step in this direction. The Gesture Mouse Control project allows users to control their computer mouse using simple hand gestures captured through a webcam. This project uses Python, OpenCV, and MediaPipe to create an intelligent and contact-free mouse control system. Introduction Traditional input devices such as a mouse and keyboard require physical contact. In many situations, such as medical environments or assistive technologies, touchless interaction becomes very important. Gesture recognition solves this problem by enabling systems to understand human hand movements and convert them into actions. The gesture mouse system tracks hand movements in real time and maps them to mouse actions like cursor movement, clicking, and scrolling. Problem Statement Many users face difficulty using physical input devices due to disabiliti...

Comparative Analysis of Deep Learning Models for Chest X-Ray Image Classification Author: Akrash Noor, Saba Latif & Hifzun Nisa | Published: December 21, 2025 | Category: AI · Medical Imaging · Deep Learning Introduction Medical imaging has become an important aspect in the contemporary healthcare and especially the diagnosis of thoracic diseases utilizing the images of chest X-ray. In recent years, artificial intelligence has advanced significantly, and convolutional neural networks that are based on deep learning have demonstrated impressive results in the domain of automated disease detection and classification. This paper compares and contrasts several deep learning models that are trained on chest X-ray data with PyTorch and TensorFlow in their accuracy, generalization, and computational efficiency. Deep Learning Models Used Custom Convolutional Neural Networks (CNN) ResNet (Residual Networks) DenseNet VGG-styl...