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faizannabi-hub's Projects

cardiac-mri-segmentation icon cardiac-mri-segmentation

This study addresses left ventricle segmentation in Cardiac MRI using Encoder-Decoder architectures like Spatial Attention and U-Net, refined via dataset augmentation and tuning on the Sunny Brook dataset. Initial Dice and Jaccard coefficients of 0.4307 and 0.2834 improved to 0.8036 and 0.70. High GPU could push Dice above 0.9 and Jaccard above 0.8

simplehtr icon simplehtr

Handwritten Text Recognition (HTR) system implemented with TensorFlow.

underwater-waste-detection-using-yolov8-and-water-quality-assessment icon underwater-waste-detection-using-yolov8-and-water-quality-assessment

Neural Ocean is a project that addresses the issue of growing underwater waste in oceans and seas. It offers three solutions: YoloV8 Algorithm-based underwater waste detection, a rule-based classifier for aquatic life habitat assessment, and a Machine Learning model for water classification as fit for drinking or irrigation or not fit.

vulnerabilityclassifier icon vulnerabilityclassifier

Severity scoring and exploit categorisation for vulnerability reports using machine-learning tools.

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