CNN

Projet personnel de classification des maladies des feuilles d'arbre. Article technique disponible sur mon blog : https://boulayc.gitlab.io/blog/

Face Authenticator

A real-time human counting system with age and gender classification.

Darknet got illuminated by PyTorch ~ Meet Lightnet

Projet réalisé dans le cadre de l'UE - Analyse de données médicales et Deep Learning

Real-time Gender and Age Recognition from Audio

Just a simple object detection tested on RoboCup simulation but actually used for my own robot grasping capability.

Prediction of age from X-Ray images of hand bones using deep learning models. We used 3 models: Shallow, ResNet50, and InceptionV4. The best result achieved was with a mean absolute error of 10 months using InceptionV4. The preprocessing of data included computer vision techniques like CLAHE filter and reducing channels, and also creativities such as using the Google MediaPipe library to detect hands and crop on them.

Deep learning (CNN) deployment pipeline

A 3rd year course project at Irkutsk State University. Used custom dataset from Yandex.Toloka to train. The dataset was provided by github.com/xitowzys

CNN Scheduling Framework

This project deals with human detection from IR-UWB radar sensors. In this project, we implement a custom Convolutional Neural Network with TensorFlow to classify reflected signals from people queuing and walking in a closed space.

TensorFlow examples for Artificial Neural Networks course including: MLP with softmax output layer; MLP and CNN for MNIST dataset; CNN for CIFAR-10 dataset with data augmentation; LSTM with CNN layer for IMDB sentiment classification task.

Static chess position evaluation utilizing CNNs.

Small (Python) project to predict the winner of an RPS-battle using computer vision.

Creating an Image Search Engine, which uses a vanilla CNN to extract features from an image, runs them through an Autoencoder for extracting relevant features, clusters them using a K-Means clustering, then gets similar images using Siamese networks.

Python code for detection and recognition of 13 VIPs. Project for Digital Forensics A.A 19/20 course for UNIPD.

Backend - IMT Lille Douai school project - Mobile app communicating with a Django REST API combined with a conventional neural network in order to analyses pictures.

Documentation : https://cnn-project.gitlab.io/computer_vision/html/

A scalable image classifier using Kafka and GCP's PubSub

Haruspex is a Convolutional Neural Network capable of recognizing and predicting secondary structure elements and nucleotides in Cryo-EM reconstruction density.