ACVSS Introduction to Computer Vision

ACVSS Introduction to Computer Vision

Block slides

Resources

Structure

Movies and Slides	Chapters
What Computer Vision Does: Movie ; PPTX ; PDF ; Obtaining Images: Movie ; PPTX ; PDF ;	Obtaining Images: Chapter

What Images are Like

Movies and Slides

Chapters

Upsampling:
- Movie ; PPTX ; PDF ;
Smoothing and downsampling:
- Movie ; PPTX ; PDF ;
Geometric transformations:
- Movie ; PPTX ; PDF ;
Transforming images:
- Movie ; PPTX ; PDF ;
Linear Filters:
- Movie ; PPTX ; PDF ;
Finding Patterns:
- Movie ; PPTX ; PDF ;
Simple denoising:
- Movie ; PPTX ; PDF ;
Denoising considerations:
- Movie ; PPTX ; PDF ;
Denoising with optimization:
- Movie ; PPTX ; PDF ;
Edges and orientations:
- Movie ; PPTX ; PDF ;
Interest points:
- Movie ; PPTX ; PDF ;
Background subtraction and shot boundary detection:
- Movie ; PPTX ; PDF ;
Image segmentation as clustering:
- Movie ; PPTX ; PDF ;
The k-means algorithm:
- Movie ; PPTX ; PDF ;
Graph theoretic clustering:
- Movie ; PPTX ; PDF ;
Inpainting by matching patches:
- Movie ; PPTX ; PDF ;
Patch based denoising:
- Movie ; PPTX ; PDF ;
Fourier Series:
- Movie ; PPTX ; PDF ;
Fourier Transforms:
- Movie ; PPTX ; PDF ;
Using the Convolution Theorem:
- Movie ; PPTX ; PDF ;
Sampling and Aliasing:
- Movie ; PPTX ; PDF ;
Representing Lines and Planes:
- Movie ; PPTX ; PDF ;
The Hough Transform:
- Movie ; PPTX ; PDF ;

Upsampling and Downsampling:
- Chapter
Geometric Image Transformations:
- Chapter
Convolution:
- Chapter
Applications of Convolution:
- Chapter
Optimization based denoising:
- Chapter
Edges and interest points:
- Chapter
Image Segmentation with Clustering:
- Chapter
Using Patches to Inpaint and Denoise:
- Chapter
The Fourier Transform:
- Chapter
Applications of the Fourier Transform:
- Chapter
Voting and its Applications:
- Chapter

Regression and Classification

Movies and Slides

Chapters

Encoding and Decoding:
- Movie ; PPTX ; PDF ;
Learning by Descent:
- Movie ; PPTX ; PDF ;
Losses and Generalization:
- Movie ; PPTX ; PDF ;
Building a Working Autencoder 1a:
- Movie ; PPTX ; PDF ;
Building a Working Autencoder 1b:
- Movie ; PPTX ; PDF ;
Building a Working Autencoder 2:
- Movie ; PPTX ; PDF ;
Building a Working Autencoder 3:
- Movie ; PPTX ; PDF ;
U-Nets:
- Movie ; PPTX ; PDF ;
Depth from single image:
- Movie ; PPTX ; PDF ;
Normal from single image:
- Movie ; PPTX ; PDF ;
Other Im2Im:
- Movie ; PPTX ; PDF ;
Elements of Classification:
- Movie ; PPTX ; PDF ;
Transformers - Birds Eye View:
- Movie ; PPTX ; PDF ;
Transformers - Uses:
- Movie ; PPTX ; PDF ;
Multiclass Classification:
- Movie ; PPTX ; PDF ;
Semantic Segmentation:
- Movie ; PPTX ; PDF ;
Edge detection by UNet:
- Movie ; PPTX ; PDF ;
Interest Points by UNet:
- Movie ; PPTX ; PDF ;
Image Classification:
- Movie ; PPTX ; PDF ;
Object Detection: General points:
- Movie ; PPTX ; PDF ;
Object Detection: Where then What:
- Movie ; PPTX ; PDF ;
Object Detection: Where and What together:
- Movie ; PPTX ; PDF ;

Learned Image Codes:
- Chapter
Making an Autoencoder that Works:
- Chapter
Mapping Images to Image-Like Things:
- Chapter
The Elements of Classification:
- Chapter
Transformers:
- Chapter
Training Transformers:
- Chapter
Image to Image Mapping using Classification Methods:
- Chapter
Image Classification:
- Chapter
Object Detection:
- Chapter

Geometry and Physics (at a run)

Movies and Slides

Chapters

Cameras:
- Movie ; PPTX ; PDF ;
Image intensity: Physics:
- Movie ; PPTX ; PDF ;
Image intensity: Inference:
- Movie ; PPTX ; PDF ;
Image Color: Physics:
- Movie ; PPTX ; PDF ;
Image Color: Color Spaces:
- Movie ; PPTX ; PDF ;
Image Color: Inference:
- Movie ; PPTX ; PDF ;
Fitting Just One Line:
- Movie ; PPTX ; PDF ;
Fitting One Line in the Presence of Outliers:
- Movie ; PPTX ; PDF ;
RANSAC: Searching for Good Points:
- Movie ; PPTX ; PDF ;
Mosaics:
- Movie ; PPTX ; PDF ;
Registration easy cases:
- Movie ; PPTX ; PDF ;
Robustness, IRLS and RANSAC:
- Movie ; PPTX ; PDF ;
Unknown Correspondence and ICP:
- Movie ; PPTX ; PDF ;
Homogeneous Coordinates:
- Movie ; PPTX ; PDF ;
Camera matrices:
- Movie ; PPTX ; PDF ;
The Fundamental Matrix:
- Movie ; PPTX ; PDF ;

Cameras:
- Chapter
Modelling Pixel Intensity:
- Chapter
Color:
- Chapter
Fitting Lines:
- Chapter
Mosaics and Registration:
- Chapter
Registration, Correspondence and Outliers:
- Chapter
Camera Matrices:
- Chapter
Pairs of Cameras:
- Chapter

The Uses of Correspondence

Movies and Slides

Chapters

Camera calibration:
- Movie ; PPTX ; PDF ;
Camera calibration: start point:
- Movie ; PPTX ; PDF ;
Camera calibration from vanishing points:
- Movie ; PPTX ; PDF ;
The Fundamental Matrix:
- Movie ; PPTX ; PDF ;
Estimating the Fundamental Matrix:
- Movie ; PPTX ; PDF ;
Coordinate Geometry: Triangulation:
- Movie ; PPTX ; PDF ;
Coordinate Geometry: The Essential Matrix:
- Movie ; PPTX ; PDF ;
Visual Odometry:
- Movie ; PPTX ; PDF ;
Stereopsis: Overview:
- Movie ; PPTX ; PDF ;
Stereopsis: Matching:
- Movie ; PPTX ; PDF ;
Active Depth Measurement:
- Movie ; PPTX ; PDF ;
Basics of Optic Flow:
- Movie ; PPTX ; PDF ;
Estimating Optic Flow by Optimization:
- Movie ; PPTX ; PDF ;
Estimating Optic Flow by Regression:
- Movie ; PPTX ; PDF ;
Structure and motion:
- Movie ; PPTX ; PDF ;
Structure and Motion: Tricky bits:
- Movie ; PPTX ; PDF ;
Structure from Motion Pipelines:
- Movie ; PPTX ; PDF ;
Filtering:
- Movie ; PPTX ; PDF ;
Kalman Filters:
- Movie ; PPTX ; PDF ;
Tracking by detection:
- Movie ; PPTX ; PDF ;
The Extended Kalman Filter:
- Movie ; PPTX ; PDF ;
EKF-SLAM:
- Movie ; PPTX ; PDF ;
Detailed geometric reconstruction:
- Movie ; PPTX ; PDF ;
Depth maps and points:
- Movie ; PPTX ; PDF ;
Voxels and densities:
- Movie ; PPTX ; PDF ;
VLMs - what:
- Movie ; PPTX ; PDF ;
VLMs - how:
- Movie ; PPTX ; PDF ;

Using Camera Models:
- Chapter
Pairs of Cameras:
- Chapter
Stereopsis: Basics:
- Chapter
Stereo: Harder topics:
- Chapter
Optic Flow:
- Chapter
Estimating Optic Flow:
- Chapter
Regression Methods for Stereo and Optic Flow:
- Chapter
Structure from Motion: Geometric Concepts:
- Chapter
The Kalman Filter:
- Chapter
Tracking by Detection:
- Chapter

Where It's Going

Movies and Slides	Chapters