| I\O | Image | Knowledge |
|---|---|---|
| Image | Image Processing | Computer Vision |
| Knowledge | Computer Graphics | Artificial Intelligence |
In addition, there are also references (paper, ebook, repo, tool, etc) that's interesting and helpful, ranging from beginner to advanced.
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
- Delta Coding, Huffman Coding
- Run-length Encoding
- Arithmetic Coding
- DEFLATE = LZ77 + Huffman Coding
- 6-level LZSS Compression with Serialisation, Delta Coding, Huffman Coding
- LZSS with Demo
📖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
Youtube Online Course, by Dr.Steve Brunton
👨💻Unreal Engine Source code: https://docs.unrealengine.com/5.2/en-US/downloading-unreal-engine-source-code/