Federico Rabinovich

Towards more efficient initialization methods for Convolutional Neural Networks via K-Means and Principal Components

2025 · Journal of Computer Science and Technology

This paper presents an exploration of unsupervised methods for initializing and training filters in convolutional layers, aiming to reduce the dependency on labeled data and computational resources. We propose two unsupervised methods based on the …