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:
- Python3
- Tensorflow
- Numpy
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% |
Author |
---|
Chen Jiang |
Shuyang Li |
Jennifer Yuen |
Yanren Qu |