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Melody Zhu's Projects

cadencv icon cadencv

An optical music recognition system built as a final project for 6.819: Advances in Computer Vision course at MIT. Takes sheet music as input and returns a MIDI file of written music.

cs231n-2017-summary icon cs231n-2017-summary

After watching all the videos of the famous Standford's CS231n course that took place in 2017, i decided to take summary of the whole course to help me to remember and to anyone who would like to know about it. I've skipped some contents in some lectures as it wasn't important to me.

deep_learning icon deep_learning

Deep Learning architectures: Perceptron, Convolution, RNN, Autoencoder

ence260 icon ence260

ENCE260 labs and projects(chef & snake infrared board game)

exoplanet-ml icon exoplanet-ml

Machine learning models and utilities for exoplanet science.

gmsimviz icon gmsimviz

Automated 3D Visualization of Ground Motion Simulation with Generic Mapping Tools(GMT)

hover_net icon hover_net

Simultaneous Nuclear Instance Segmentation and Classification in H&E Histology Images.

machine_learning icon machine_learning

Machine Learning theories coding practice: CEA, Dtree, Regression, Kmeans, Ensemble

mask_rcnn icon mask_rcnn

Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

monusac-isbi-2020 icon monusac-isbi-2020

[TMI'2021][ISBI MoNuSAC'2020] 11th place solution to Multi-organ nuclei segmentation and classification challenge.

note-app-api icon note-app-api

A dockerized Express CRUD api with tests, migrations, seeds, and deployment scripts.

nuclei_detection icon nuclei_detection

The nuclei detection method on histology image proposed in the 2017 paper by Peikari et al.

nucleisegmentation icon nucleisegmentation

The repository contains a simple pipeline for training Nuclei Segmentation Datasets of Histopathology Images.

nuclick icon nuclick

Interactive Segmentation of Nucleus

nucls icon nucls

NuCLS: A scalable crowdsourcing, deep learning approach and dataset for nucleus classification, localization and segmentation

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