Yongho Kim's Projects
Class Activation Map(CAM) - Explainable AI
Example of control simulations
Crank-Nicolson method for the heat equation in 2D
Clustered Singular Value Decomposition (cSVD)
Dimensionality reduction using CUR decomposition
CutOut data augmentation
Deep k-means (Autoencoder + k-means clustering)
Deep Visualization(maximizing activation of filters)
Noisy Regularization
DisturbValue: a regularization method for regressioin tasks
python module for extracting the system matrices of the fenics fem discretization of (linearized) Navier-Stokes equations and feeding back computed data for visualization
A PyTorch implementation of EfficientNet
Five-point stencil Convolutional Neural Networks (FCNNs)
FEM loss based on a mass matrix
Source files and published documents for the FEniCS tutorial.
Allen-Cahn Equation
Graph Neural Networks (GNNs)
Hidden Fluid Mechanics
individual convolutional autoencoders (iCAEs) for low-dimensional parametrization
Face type classification
A resource for learning about ML, DL, PyTorch and TensorFlow. Feedback always appreciated :)
Mixed images data augmentation
numerical analysis
Physics-informed neural networks (PINNs)
Bounding box checker for Yolo-annotated objects
YOLOv5 with PseudoLabels