Nathanael L. Baisa's repositories
SVM_PyTorch
This implements a linear SVM using fully-connected layer and hinge loss using PyTorch.
GM-PHD-Tracker
GM-PHD-Tracker: Occlusion-robust online multi-object visual tracking using a GM-PHD filter with CNN-based re-identification
BikeSharingDemandPrediction
Bike Sharing Demand Prediction
IntersectionOverUnion_circles
These codes compute overlap (intersection over union) of two circles, count number of true positives, false positives and false negatives as well as they compute recall, precision, F1-score and area-under-curve (AUC) using MATLAB and Python.
3DposeEstimation
This code estimates a 3D pose given model and sample point clouds as input using Open3D library
aima-python
Python implementation of algorithms from Russell And Norvig's "Artificial Intelligence - A Modern Approach"
attention-is-all-you-need-pytorch
A PyTorch implementation of the Transformer model in "Attention is All You Need".
Cpp_Python_bindings
C++ Python bindings using two recursive algorithms, fibonnaci and factorial, as example.
DEFT
Joint detection and tracking model named DEFT, or ``Detection Embeddings for Tracking." Our approach relies on an appearance-based object matching network jointly-learned with an underlying object detection network. An LSTM is also added to capture motion constraints.
Hands-On-Artificial-Intelligence-for-Cybersecurity
Hands-On Artificial Intelligence for Cybersecurity, publised by Packt
IGAE-Net
IGAE-Net: "Joint Person Identity, Gender and Age Estimation from Hand Images using Deep Multi-Task Representation Learning"
introtodeeplearning
Lab Materials for MIT 6.S191: Introduction to Deep Learning
MBA-Net
[ICPR 2022] "Multi-Branch with Attention Network for Hand-Based Person Recognition"
MCMOT
Real time one-stage multi-class & multi-object tracking based on anchor-free detection and re-id
Python
All Algorithms implemented in Python
pytorch-image-models
PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more
PyTorch_YOLOv4
PyTorch implementation of YOLOv4
reinforcement-learning
Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.
RepresentationLearning_SS2023
Representation Learning MSc course Summer Semester 2023
RNN_GRU_LSTM_Example
This gives an example of using RNN, GRU and LSTM recurrent architectures in PyTorch.
self-attention-cv
Implementation of self-attention mechanisms for general purpose. Focused on computer vision modules. Ongoing repository.
spencer_people_tracking
Multi-modal ROS-based people detection and tracking framework for mobile robots developed within the context of the EU FP7 project SPENCER.
ultralytics
NEW - YOLOv8 🚀 in PyTorch > ONNX > CoreML > TFLite
vissl
VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.
vit-pytorch
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
VoTT
Visual Object Tagging Tool: An electron app for building end to end Object Detection Models from Images and Videos.