DerekGloudemans
Computer Science doctoral student at Vanderbilt University. My current studies are in machine learning and computer vision with applications in transportation.
Vanderbilt University Institute for Software Integrated SystemsNashville, TN
Pinned Repositories
2D-Truss-Optimization
Gradient descent-based optimization of an input truss using matrix-based stiffness method for structural analysis.
Blokus-Reinforcement-Learning
A Blokus game interface in which a variety of heuristics, search strategies and learning agents are implemented. Deep RL state estimation will be added when I get some free time!
Classification-ISIC-2018
A few classifiers are implemented for the challenging ISIC 2018 skin lesion classification challenge.
crop-tracking-detrac
I24-MOTION-examples
Code, data, and video examples from I-24 MOTION feasibility test.
KITTI-utils
Utility functions for loading images from the KITTI dataset, plotting 2D and 3D bounding box and evaluating outputs according to the KITTI dataset metrics
LBT-Count
Fast Vehicle Turning-Movement Counting using Localization-based Tracking
Nutrition-Optimization-New
Linear program solver to create an optimal diet from a large database of foods and nutritional content. Customization of food and nutrient constraints allows for more palatable combinations.
torchvision-classifiers
Classification and bounding box regression using torchvision models (such as VGG and ResNet) as backbones. Additionally trained on Stanford Cars and KITTI datasets.
UA-Detrac-utils
Provides xml label parser, 2D bounding box plotting, and Pytorch dataset class for working with UA Detrac dataset
DerekGloudemans's Repositories
DerekGloudemans/KITTI-utils
Utility functions for loading images from the KITTI dataset, plotting 2D and 3D bounding box and evaluating outputs according to the KITTI dataset metrics
DerekGloudemans/Nutrition-Optimization-New
Linear program solver to create an optimal diet from a large database of foods and nutritional content. Customization of food and nutrient constraints allows for more palatable combinations.
DerekGloudemans/torchvision-classifiers
Classification and bounding box regression using torchvision models (such as VGG and ResNet) as backbones. Additionally trained on Stanford Cars and KITTI datasets.
DerekGloudemans/UA-Detrac-utils
Provides xml label parser, 2D bounding box plotting, and Pytorch dataset class for working with UA Detrac dataset
DerekGloudemans/I24-MOTION-examples
Code, data, and video examples from I-24 MOTION feasibility test.
DerekGloudemans/2D-Truss-Optimization
Gradient descent-based optimization of an input truss using matrix-based stiffness method for structural analysis.
DerekGloudemans/CV-detection
Utilities for object detection, object tracking, trajectory conversion from image space to world coordinates, and track plotting.
DerekGloudemans/svm-examples
Data preprocessing, hyperparameter tuning, and results plotting examples using scikit-learn's SVm for a class assignment
DerekGloudemans/code-examples
Little snippets of code to remind myself how things work
DerekGloudemans/decision-tree
A simple and straightforward implementation of a decision tree classifier as described by Leo Breiman in Classification and Regression Trees.
DerekGloudemans/distributed-detection
Performs stream processing (nominally object detection) across multiple worker processes with decentralized load balancing, decentralized database with eventual consistency, and basic fault monitoring.
DerekGloudemans/DNA-strand
A C++ DNA_strand object is implemented by dynamically allocated array and by linked list, and functions are provided for searching strand for a sequence, appending to it, cleaving target sequences from it, etc. Comprehensive testing scripts also implemented.
DerekGloudemans/Hierarchical-Classification-Beers
An implementation of basic hierarchical tree (dendrogram) construction with a few modifications and enhancements, applied to a fun dataset of beers.
DerekGloudemans/lambda-means-clustering
Simple implementation of lambda means clustering
DerekGloudemans/Othello-Player
Implements a recursive minimax othello player in Racket,a functional programming language. This project was completed for an assignment in my Artificial Intelligence class
DerekGloudemans/py-motmetrics
:bar_chart: Benchmark multiple object trackers (MOT) in Python
DerekGloudemans/segmentation-medical-images
DerekGloudemans/torchvision-detection-clone
A clone of torchvision detection models which is then commented heavily for my better understanding of RPN implementation and FasterRCNN