CMPT733: Practices in visual computing 2, Spring 2023

Schedule

Week 1
Topic
Materials
Assignments and Deadlines
Fri, Jan 06
Logistics, Introduction
Logistics Outline #2 Intro to ML
VC Topics Report template
Fri, Jan 06
No Lab

Week 2
Fri, Jan 13
Style transfer, Object detection
Slides #1 Slides #2
Fri, Jan 13
Logistics, PyTorch recap
Lab#1 Lab#1 Solutions Slides

Week 3
Fri, Jan 20
Object detection (cont'd)
Slides #1
Assignment #1
Fri, Jan 20
YOLO, SSD, LPIPS
YOLO Lab#2 Notebook Slides
Week 4
Fri, Jan 27
Pose estimation
Slides #1
Fri, Jan 27
Advanced PyTorch
Lab#3 Notebook Lab#3 Solutions
Slides
Week 5
Fri, Feb 03
HW workshop
Assignment #2
Fri, Feb 03
A1 Demo
Mon, Feb 06
Project proposal deadline (23:55)
Week 6
Fri, Feb 10
Generative models
Slides #1
Fri, Feb 10
Transfer Learning, Auto-Encoders, PyTorch Deployment

Week 7
Fri, Feb 17
Generative models (cont'd)
Slides #1 Slides #2
Fri, Feb 17
A2 Demo
Week 8
Fri, Feb 24
Reading break
Assignment #3
Fri, Feb 24
Reading break

Week 9
Fri, Mar 03
Project milestone

Fri, Mar 03
GAN training
Lab#5 Notebook pretrained GAN weights

Week 10
Fri, Mar 10
RNNs, Transformers
Slides #1
Fri, Mar 10
StyleGAN manipulation
Lab#6 Notebook Lab#6 Solution StyleGAN codebase
Week 11
Fri, Mar 17
Deep geometry processing
Slides #1 Slides #2 Slides #3 Slides #4
Fri, Mar 17
A3 Demo

Week 12
Fri, Mar 24
StyleGAN, Diffusion
StyleGAN Diffusion
Fri, Mar 24
Implicit representation
Lab#7 Slides Lab#7 Notebook

Week 13
Fri, Mar 31
Project final presentation

Fri, Mar 31
Clip, Kaolin
Lab#8 Notebook 1 Lab#8 Notebook 2 data
Fri, Apr 07
Project report deadline (23:55)
Assignment #4

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