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Hi there šŸ‘‹, I am Mansour

I am a Machine learning (ML), artificial intelligence (AI), and computer vision researcher/engineer.

Iā€™m currently working on the classification and segmentation of retinal images for disease detection, classification, and treatment analysis.
I'm using deep learning models as well as traditional machine learning models.
I'm employing OpenCV for image processing and traditional computer vision implementations.
I'm interested in the real-world applications of AI.
I'm deepening my understanding of Generative AI by studying how LLMs can empower NLP and computer vision tasks.

Coding

Python, C++, MATLAB

Mansour A's Projects

av-analysis-svm icon av-analysis-svm

AV Analysis to enhance DR classifications using Support Vector Machine (SVM)

ava-net icon ava-net

Deep Learning for Arterial-Venous-Area (AVA) Segmentation using OCTA images with Python and TensorFlow.

cfz-net-training icon cfz-net-training

Deep Learning for Capillary Free Zones (CFZ) Segmentation using OCTA Images with Python and PyTorch.

clip icon clip

CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

cmsc-segmentation icon cmsc-segmentation

Segmentation of Corneal Mesenchymal Stem Cells (CMSC) in microscopic images using OpenCV

mcat icon mcat

Multimodal Co-Attention Transformer for Survival Prediction in Gigapixel Whole Slide Images

multimodal-avnet icon multimodal-avnet

Deep learning AV classification in OCT and OCTA using Python and TensorFlow.

pytorch-image-models icon pytorch-image-models

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNet-V3/V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

random-forest-classifier-rfc icon random-forest-classifier-rfc

Random Forest Classifier (RFC) for Artery-Vein (AV) Analysis to increase Diabetic Retinopathy (DR) binary and multiclass classifications

slideflow icon slideflow

Deep learning library for digital pathology, with both Tensorflow and PyTorch support.

svm-sfs-classification icon svm-sfs-classification

Support Vector Machine (SVM) and Sequential Forward Selection (SFS) for CLV Analysis in binary and multiclass classifications in Python using Scikit-learn and MLxtend.

tmi2022 icon tmi2022

A graph-transformer for whole slide image classification

transformers-for-cis icon transformers-for-cis

SegFormer, a Transformer-Based Model, for Cell Nuclei Instance Segmentation on PanNuke Dataset Using PyTorch

vit-pytorch icon vit-pytorch

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

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