Visual Computing

In addition, there are also references (paper, ebook, repo, tool, etc) that's interesting and helpful, ranging from beginner to advanced.

My Projects

CG/CV

Computer-Graphics MIT6.837 Fall2004

• Computer Graphics, MIT6.837, C++ / OpenGL
  • Self-similar Fractals
  • Ray Tracer, Graphics Pipeline
  • Voxel rendering, Super sampling
  • Acceleration Structure, Grid, k-d tree, BVH
  • and more ...

Hair modeling and rendering: my surveys

Computer Vision with Problems Sets, Stanford CS231n

• Image Classification (Supervised Learning, Discrete label)
  • kNN
  • Softmax
  • classifier SVM classifier
  • CNN
  • Cross Validation
• Image Captioning and Detection
  • RNN, Attention, Transformer
  • Positional Encoding
• Video, Generative model and Self-Supervised Learning

Compression

• Delta Coding, Huffman Coding
• Run-length Encoding
• Arithmetic Coding
• DEFLATE = LZ77 + Huffman Coding

LZSS on 3D Data @UKTechArena

• 6-level LZSS Compression with Serialisation, Delta Coding, Huffman Coding
• LZSS with Demo

Reference

📖Physically Based Rendering (PBR) Ebook Matt Pharr, Wenzel Jakob, and Greg Humphrey

Machine Visual Perception @ Cambridge part II

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

First Principles of Computer Vision

Discrete Differential Geometry CMU15-458

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

Digital Signal Processing @ Cambridge part II

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

Advanced Graphics and Image Processing @ Cambridge part II

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

Extended Reality @ 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/