DenseNet-of-CIFAR-10

Densenet-Tensorflow

Keras implementation of Densenet using Cifar10

The code that implements this paper is present in IPYNB

If you want to see the original author's code or other implementations, please refer to this link

Requirements

Tensorflow 1.x

What is the "Dense Connectivity" ?

What is the "Dense Block" ?

What is the "Densenet Architecture" ?

Compare Structure (CNN, ResNet, DenseNet)

Implementation:

Implemented DenseNet-BC (k =12 ,L = 100) [0.76M parameters].
Network Trained on 70 Epochs.
No Dropout was used
Image Augmentation was used.

Results:

I was able to achieve accuracy of 92.7% by training for 70 Epochs.

Loss And Accuracy Plots

Confusion Matrix