CS231A: Computer Vision, From 3D Perception to 3D Reconstruction and beyond

Syllabus          [Course Notes]

Lecture Date Title Download Reading Instructor
1 04/01/2024 Introduction [slides] Jeannette Bohg
04/01/2024 Problem Set 0 Released [pdf] [code] [latex]
2 04/03/2024 Camera Models (Recorded on Canvas, no in-person class) [slides] [FP] Ch.1
[HZ] Ch.6
Silvio
04/03/2024 Problem Set 1 Released [pdf] [code] [latex]
TA 1 04/05/2024 Python Introduction and Linear Algebra Review [slides] Any linear algebra textbook
[HZ] ch.2,4
04/08/2024 Problem Set 0 Due : 11:59PM
3 04/08/2024 Camera Models II and Camera Calibration [slides] [FP] Ch.1
[HZ] Ch.7
Silvio
4 04/10/2024 Single View Metrology [slides] [HZ] Ch.2,3,8
[Hoiem & Savarese]
Ch.2
Silvio
TA 2 04/12/2024 Problem Set 1 Review + Project Overview
[slides]
5 04/15/2024 Epipolar Geometry [slides] [HZ] Ch.4,9,11
[FP] Ch.7,8
Silvio
6 04/17/2024 Stereo Systems [slides] [HZ] Ch.9, 18
[FP] Ch.7,8
Silvio
04/19/2024 Problem Set 1 Due: 11:59PM
TA 3 04/19/2024 PSET01 Review + Course Project Outline [slides]
04/20/2024 Problem Set 2 Released [pdf] [code] [latex]
7 04/22/2024 Structure from Motion [slides] [HZ] Ch.10,18,19
[FP] Ch.13
[Szelisky] Ch.7
Silvio
8 04/24/2024 Active Stereo & Volumetric Stereo [slides] [Szelisky] Ch.11
[Savarese et al.]
[Seitz et al.]
Silvio
04/25/2024 Project Proposal Due: 11:59PM
TA 4 04/26/2024 Problem Set 2 Review
9 04/29/2024 Fitting and Matching [slides] [HZ] Ch.4,11
[FP] Ch.10
Silvio
10 05/01/2024 Representations & Representation Learning [slides] Jeannette
05/02/2024 Problem Set 2 Due: 11:59PM
TA 5 05/03/2024 Midterm Review [slides]
05/04/2024 Problem Set 3 Released
05/06/2024 In person Midterm Exam [2023 midterm]
11 05/08/2024 Monocular Depth Estimation & Feature Tracking Jeannette
TA 6 05/10/2024 Introduction to Neural Networks + Problem Set 3 Review 1
12 05/13/2024 Optical and Scene Flow Jeannette
13 05/15/2024 Optimal Estimation Jeannette
TA 7 05/17/2024 Probability Review + Problem Set 3 Review 2
05/17/2024 Project Milestone Due: 11:59PM
05/19/2024 Problem Set 3 Due: 11:59 PM
14 05/20/2024 Optimal Estimation Jeannette
05/20/2024 Problem Set 4 Released
15 05/22/2024 Applications of Optimal Estimation: Object Tracking and Localization Jeannette
05/27/2024 Memorial Day Holiday (No class)
TA 8 05/24/2024 Problem 4 Set Review 1 + Final Project Q/A
16 05/29/2024 Neural Radiance Fields Jeannette Bohg
TA 9 05/31/2024 Problem 4 Set Review 2 + Final Project Tips
17 06/03/2024 Gaussian Splatting Jeannette Bohg
18 06/05/2024 Guest Lecture: From Pixels to Measurements: Understanding the Dynamic World Adam Harley
06/05/2024 Problem Set 4 Due: 11:59PM
TA 10 06/07/2024 Final Project Poster Guidelines
06/10/2024 Project Poster Session (Location/Time TBA)
06/12/2024 Project Final Report Due: 11:59PM