This is an implementation of a Siamese neural network and a clustering with density-based spatial clustering (DBSCAN). Below are the resources mentioned in the video. The dataset cannot be shared since it does not belong to me.
Image similarity using triplet loss - medium blog
towardsdatasci...
Github for the preprocessing & triplet loss
github.com/san...
Fully convolutional layer - medium blog
towardsdatasci...
1x1 convolution
• Video
Keras official documentation on triplet loss - distance layer and siamese model
keras.io/examp...
Determining the optimal epsilon value for DBSCAN
towardsdatasci...
DBSCAN
scikit-learn.o...
Understanding DBSCAN and implementation - medium blog
towardsdatasci...
Негізгі бет Unsupervised Clustering with Siamese Neural Network and DBSCAN (Keras, Triplet Loss, VGG16)
Пікірлер: 10