Here contains the main code and idea for my Masters graduation thesis.
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Updated
Apr 11, 2023 - Python
Here contains the main code and idea for my Masters graduation thesis.
Python scripts on various topics in pure and applied math
Image denoising with pytorch NAFNet model, FID300 dataset
Image denoising with sparse coding through K-SVD
이미지 개선 딥러닝 모델 선택 적용 시스템 (NAFNet, HAT, MAXIM)
Laboratory works on the Consistency Constraint Recognition course. Contains black and white image denoising with maximal flow algorithm and grayscale image denoising with an alpha-expansion algorithm
MRI Recovery with Self-Calibrated Denoisers without Fully-Sampled Data
Restoring old images using deep learning. The architecture entails a DnCNN model comprised of 17-Layers of a homogenous CNN with batch normalization and ReLU. Initial code is adopted from Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising by K. Zhang, et. al By: Maya Hussein & Nada Badawi
MC_Ising is an implementation of Monte-Carlo methods for image denoising using the Ising Model
This repository contains the Python code my blog post Image denoising techniques: A comparison of PCA, kernel PCA, autoencoder, and CNN. See post for more details and results.
My DATAML300 - Computer vision solutions.
Code for training and parameter tuning of a machine learning model for non-linear aggregation of image denoising estimators using COBRA combined regression strategy. The face images used for training and testing are taken from the Labelled Faces in the Wild (LFW) dataset.
Deep Denoising Network in Frequency Domain for Hyperspectral Image
POSTECH Institute of Artificial Intelligence Intern Program
A package to simply implement noisy images datasets using the tf.data API
[Ph.D Thesis] PyTorch Implementation of "Unsupervised Image Denoising with Cycle-Consistent Adversarial Networks and Residual Blocks"
POSTECH Institute of Artificial Intelligence Intern Program
K-means clustering from scratch on image to convert into binary image and Image denoising using median filter
image processing and pattern recognition
CNN based x-ray area detector denoising
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