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Deep Recognition on MNIST Double Digit

Overview

In this project, we are going to do classification on the MNIST Double Digits(MNISDD).The MNISTDD dataset contains gray scale images of size 64x64. Each image has two MNIST digits (from 0 to 9) randomly placed inside it like in this visualization:alt text

Prerequisites

  • Python3
  • Tensorflow
  • Numpy

Results

Model All True Accuracy One True Accuracy
LeNet 79.76% 96.00%
LeNet_ZCA 74.08% 95.54%
Shallow 96.72% 99.74%
Shallow_ZCA 87.36% 99.8%
VGG_Like 97.7% 99.88%
VGG_Like_ZCA 98.26% 100%

Team Tanh

Author
Chen Jiang
Shuyang Li
Jennifer Yuen
Yanren Qu