VLSI and Hardware Implementations using Modern Machine Learning Methods

8 An Overview of High-Performance Computing Techniques Applied to Image Processing

Giulliano Paes Carnielli¹, Rangel Arthur¹, Ana Carolina Borges Monteiro², Reinaldo Padilha Franca², and Yuzo Iano²

¹Faculty of Technology (FT), State University of Campinas (UNICAMP), Limeira, São Paulo, Brazil

²School of Electrical Engineering and Computing (FEEC), State University of Campinas (UNICAMP), Campinas, São Paulo, Brazil

1. CONTENTS
2. 8.1 Introduction
3. 8.1.1 Context
4. 8.1.2 Concepts
5. 8.2 HPC Techniques Applied to Image Treatment
6. 8.2.1 Cloud-Based Distributed Computing
7. 8.2.2 GPU-Accelerated Parallelization
8. 8.2.3 Parallelization Using GPU Cluster
9. 8.2.4 Multicore Architecture
10. 8.3 Neural Networks
11. 8.3.1 Convolutional Neural Network (CNN)
12. 8.3.2 Generative Adversarial ...