Bibliography

Textbooks: Graphics and Vision

• Computer Graphics: Theory and Practice
• Physically Based Rendering
• Computer Vision: Algorithms and Applications
• Foundations of Computer Vision
• Multiple View Geometry in Computer Vision

Textbooks: Deep Learning

• Deep Learning
• Mathematics for Machine Learning
• Linear Algebra and Learning from Data

Surveys and Etc

• Deep learning Survey
• A survey on Deep Learning Advances on Different 3D Data Representations
• Review: deep learning on 3D point clouds
• Graph Neural Networks: Taxonomy, Advances and Trends
• Geometric Deep Learning Grids, Groups, Graphs, Geodesics, and Gauges
• State of the Art on Neural Rendering

Wavelets and Deep Learning

• Understanding Deep Convolutional Networks
• Deep Neural Network Mathematical Mysteries for High Dimensional Learning
• Wavelets Tutorial Notes (From Fourier Analysis to Wavelets)