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Sunny Meng's Projects

alpr icon alpr

Automatic License Plate Recognition

cancer_detection icon cancer_detection

(ongoing) Implemented Mask R-CNN model to automatically segment the boundary of potential cancerous regions (specifically Melanoma) from dermoscopic images.

cbir icon cbir

Content-Based Image Retrieval System

dogs_vs_cats icon dogs_vs_cats

Implement AlexNet and transfer learning for detecting whether input image is cat or dog

gans icon gans

Implemented DCGANs and train them on MNIST dataset to create synthetic but identical and indistinguishable to any hand drawn digit in MNIST dataset.

googlenet_from_scratch icon googlenet_from_scratch

Implement GoogLeNet family from scratch and train them on CIFAR-10, Tiny ImageNet, and ImageNet datasets

minimal-nn icon minimal-nn

A minimal implementation of neural network for MNIST experiment. Used as an exercise to help understanding Backpropagation by implementing it in NumPy.

resnet_from_scratch icon resnet_from_scratch

Implement ResNet family from scratch and train them on CIFAR-10, Tiny ImageNet, and ImageNet datasets

rosukulele icon rosukulele

ROS Package for tuning a ukulele using the Sawyer robot

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