Personal projects
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Updated
Dec 7, 2023 - Jupyter Notebook
Personal projects
Source code for DNN finetuning pipeline in paper <A controller-peripheral architecture and costly energy principle for learning>
Metal Surface Defect Inspection through Deep Convolution Neural Network
Face Detection and Recognition using One Shot Learning
This project uses machine learning techniques to classify songs into different music genres. It analyzes various audio features and metrics to identify the genre of each song accurately.
Breast cancer detection on BreakHis dataset
Fully automatic brain tumour segmentation using Deep 3-D convolutional neural networks
My solutions to the assignments in Introduction to Machine Learning course at Tel Aviv University (course number: 0368-3235)
Handwriting Recognition with Deep Convolutional Neural Network (DCNN)
DeepSplicer
Code for our paper "Learning Visual Explanations for DCNN-Based Image Classifiers Using an Attention Mechanism", by I. Gkartzonika, N. Gkalelis, V. Mezaris, presented and included in the Proceedings of the ECCV 2022 Workshop on Vision with Biased or Scarce Data (VBSD), Oct. 2022.
Camera Pose Estimation using DELF
Fine-Grained Visual Classification on Stanford Cars Dataset
Deep CNN to classify pneumonia patients through x-ray images using PyTorch
Bangla Handwritten Character Recognition System Using a Deep Convolutional Neural Network
Python data engineering and machine learning code to train a deep generative adversarial network to create magic symbols
Deep Convolutional Encoder-Decoder Architecture implemented along with max-pooling indices for pixel-wise semantic segmentation using CamVid dataset.
A Deep Learning based Facial Emotion Recognition in python.
Keras implementation of influential CNN architectures.
Code repo for "Deep Cyclic Generative Adversarial Residual Convolutional Networks for Real Image Super-Resolution" (ECCVW AIM2020).
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