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Dlchemist

This repository presents a comprehensive collection of jupyter notbooks that replicates the original results of many deep learning models or papers. Each implementation is built from scratch using Pytorch and run on Google Colab, using either the original datasets or a subset of them.

Image Classification

Network Dataset Preprocess Inference Accuracy Status
LeNet-5 Mnist 98.70 % Writing
AlexNet Cifar-10 PCA color jittering 84.99 % Writing
Network in Network Cifar-10 ZCA, GCN 88.29 % Writing
VGG Imagenette normalize, random crop,horizontal flip FC to Conv, Average softmax (2) 88.53 % Writing
GoogleNet (Inception-v1) Imagenette normalize, random crop, photometric distortions Polyak averaging, Average softmax (36) 81.57 % Building

Semantic Segmentation

Network Dataset Preprocess Inference Accuracy Status
U-Net EM stacks (IBSI2012) Building

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