Machine Visual Perception

MVP @ Cambridge part II

• NN
• 3D Geometry Capture
• Appearance Modelling, Acquisition, Relighting
• Motion Modelling
• Generative Modelling
• Differentiable 3D Visual Computing

Computer Vision basics

First Principles of Computer Vision

Discrete Differential Geometry

CMU15-458_DDG

• Exterior Calculus
• Smoothing Surface / Curve
• Laplace operator
• Parameterization

Digital Signal Processing

DSP @ Cambridge part II

• Convolution, Deconvolution
• FT, DFT, FFT
• Z-transform, Laplace transform
• Digital Filters
• PCA / K-L transform
• JEPG (DCT, Quantization, Compression)

Physically Based Rendering (PBR)

📖PBR_Online Ebook Matt Pharr, Wenzel Jakob, and Greg Humphreys

Advanced Graphics and Image Processing

AGIP @ Cambridge part II

• Convolution, Filter (edge-aware)
• Ray Tracing, BRDF, GI
• Light-field rendering
• NeRF
• Color, Image Quality
  • Pixel-wise metric (MSE, PSNR)
  • Texture quality metric (SSIM, Learned Perceptual Image Patch S)
• VR/AR

Extended Reality

ER @ Cambridge part II

Mathematics

Youtube Online Course, by Dr.Steve Brunton

• SVD
• Compression Sensing
• Differential Equations and Dynamical Systems
• Fourier Analysis

Game Engine

👨‍💻Unreal Engine Source code: https://docs.unrealengine.com/5.2/en-US/downloading-unreal-engine-source-code/