Useful materials and tutorials for 110-1 NTU DBME5028 (Application of Deep Learning in Medical Imaging)

Last update: Jun 22, 2022

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Deep Learning 110-1-NTU-DBME5028

Overview

110-1-NTU-DBME5028

Useful materials and tutorials for 110-1 NTU DBME5028 (Application of Deep Learning in Medical Imaging)

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It is recommended to be familiar with Python programming, Data structure, Algorithm, and Basic machine learning/ deep learning concepts before you take this class.
You must be familiar with several common python libraries (Numpy, Pandas, PyTorch, Scikit-learn, Matplotlib...), which enables you to easily start a deep learning project.
Here are some online classes for you to learn those prerequisite skills.
- NTU CSIE Data structure (DSA) (Prof. Hsuan-Tien Lin)
- NTU CSIE Algorithm (ADA) (Prof. Yun-Nung Chen)
- NTU CSIE Machine Learning (Prof. Hsuan-Tien Lin)
- NTU EE Machine Learning (~DL) (Prof. Hung-Yi Lee)
Basic PyTorch tutorial link.

Material for this class

20211006 Pre-test explanation

Please refer to the link.

Owner

GitHub Repository

An implementation of shampoo

shampoo.pytorch An implementation of shampoo, proposed in Shampoo : Preconditioned Stochastic Tensor Optimization by Vineet Gupta, Tomer Koren and Yor

69 Sep 10, 2022

Fast Axiomatic Attribution for Neural Networks (NeurIPS*2021)

Fast Axiomatic Attribution for Neural Networks This is the official repository accompanying the NeurIPS 2021 paper: R. Hesse, S. Schaub-Meyer, and S.

11 Nov 21, 2022

Joint Unsupervised Learning (JULE) of Deep Representations and Image Clusters.

Joint Unsupervised Learning (JULE) of Deep Representations and Image Clusters. Overview This project is a Torch implementation for our CVPR 2016 paper

278 Dec 25, 2022

PyTorch implementation of "A Simple Baseline for Low-Budget Active Learning".

A Simple Baseline for Low-Budget Active Learning This repository is the implementation of A Simple Baseline for Low-Budget Active Learning. In this pa

10 Nov 14, 2022

A PyTorch implementation of EfficientDet.

A PyTorch impl of EfficientDet faithful to the original Google impl w/ ported weights

1.4k Jan 07, 2023

PyTorch Implement for Path Attention Graph Network

SPAGAN in PyTorch This is a PyTorch implementation of the paper "SPAGAN: Shortest Path Graph Attention Network" Prerequisites We prefer to create a ne

38 Dec 28, 2022

Unofficial TensorFlow implementation of the Keyword Spotting Transformer model

Keyword Spotting Transformer This is the unofficial TensorFlow implementation of the Keyword Spotting Transformer model. This model is used to train o

8 May 11, 2022

💡 Type hints for Numpy

Type hints with dynamic checks for Numpy! (❒) Installation pip install nptyping (❒) Usage (❒) NDArray nptyping.NDArray lets you define the shape and

377 Dec 28, 2022

NasirKhusraw - The TSP solved using genetic algorithm and show TSP path overlaid on a map of the Iran provinces & their capitals.

Nasir Khusraw : Travelling Salesman Problem The TSP solved using genetic algorithm. This project show TSP path overlaid on a map of the Iran provinces

2 Sep 01, 2022

Adversarial Robustness Comparison of Vision Transformer and MLP-Mixer to CNNs

Adversarial Robustness Comparison of Vision Transformer and MLP-Mixer to CNNs ArXiv Abstract Convolutional Neural Networks (CNNs) have become the de f

12 Oct 24, 2022

Jittor implementation of PCT:Point Cloud Transformer

PCT: Point Cloud Transformer This is a Jittor implementation of PCT: Point Cloud Transformer.

547 Jan 03, 2023

This repository contains the database and code used in the paper Embedding Arithmetic for Text-driven Image Transformation

This repository contains the database and code used in the paper Embedding Arithmetic for Text-driven Image Transformation (Guillaume Couairon, Holger

31 Oct 17, 2022

Useful materials and tutorials for 110-1 NTU DBME5028 (Application of Deep Learning in Medical Imaging)

Related tags

Overview

110-1-NTU-DBME5028

Related Material

Material for this class

20211006 Pre-test explanation

Owner

An implementation of shampoo

Fast Axiomatic Attribution for Neural Networks (NeurIPS*2021)

Joint Unsupervised Learning (JULE) of Deep Representations and Image Clusters.

PyTorch implementation of "A Simple Baseline for Low-Budget Active Learning".

A PyTorch implementation of EfficientDet.

PyTorch Implement for Path Attention Graph Network

Unofficial TensorFlow implementation of the Keyword Spotting Transformer model

💡 Type hints for Numpy

NasirKhusraw - The TSP solved using genetic algorithm and show TSP path overlaid on a map of the Iran provinces & their capitals.

Adversarial Robustness Comparison of Vision Transformer and MLP-Mixer to CNNs

Jittor implementation of PCT:Point Cloud Transformer

This repository contains the database and code used in the paper Embedding Arithmetic for Text-driven Image Transformation

Putting NeRF on a Diet: Semantically Consistent Few-Shot View Synthesis Implementation

A Closer Look at Reference Learning for Fourier Phase Retrieval

PSTR: End-to-End One-Step Person Search With Transformers (CVPR2022)

Zsseg.baseline - Zero-Shot Semantic Segmentation

Implementation of ICCV19 Paper "Learning Two-View Correspondences and Geometry Using Order-Aware Network"

DeOldify - A Deep Learning based project for colorizing and restoring old images (and video!)

PyTorch implementation of the YOLO (You Only Look Once) v2

Ensembling Off-the-shelf Models for GAN Training