Cornell CS-6672: 3D Vision

Fall 2024


[ Home | Schedule | Syllabus | Ed Discussions | Canvas ]

This schedule is preliminary and subject to change as the term evolves.

Date Meta-Topic Topic Suggested Reading Assignments
WEEK 1
Tue 08/27/2024 Getting situated Introduction
Thu 08/29/2024 Fundamentals Image formation, Epiplar geometry
WEEK 2
Tue 09/03/2024 Correspondence, Optical flow, Stereo
Thu 09/05/2024 Structure from motion (by Bharath Hariharan)
WEEK 3
Tue 09/10/2024 Demo of role-playing paper discussion Paper discussion BARF: Bundle-Adjusting Neural Radiance Fields
Thu 09/12/2024 Representation Mesh, Point clouds, SDFs, etc
WEEK 4
Tue 09/17/2024 Reasoning & Rendering 3D perception, (Neural) Rendering
Thu 09/19/2024 Rendering & Modeling Differentiable rendering, Implicit neural nets
WEEK 5
Tue 09/24/2024 Paper discussion DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation
Thu 09/26/2024 Paper discussion Camera as Rays: Pose Estimation via Ray Diffusion Project Idea Due
WEEK 6
Tue 10/01/2024 Alignment Localization, 6 DoF Pose estimation, SLAM
Thu 10/03/2024 Paper discussion DROID-SLAM: Deep Visual SLAM for Monocular, Stereo, and RGB-D Cameras
WEEK 7
Tue 10/08/2024 Data & Evaluation Images, Videos, 3D Scans, Handcrafted assets, Metrics, Human alignment
Thu 10/10/2024 Paper discussion SMPL: A Skinned Multi-Person Linear Model
WEEK 8
Tue 10/15/2024 Fall break No class
Thu 10/17/2024 Guest lecture TBA
WEEK 9
Tue 10/22/2024 Novel view synthesis Image-based rendering, LDI, MPI, NeRF
Thu 10/24/2024 Paper discussion 3D Gaussian Splatting for Real-Time Radiance Field Rendering Project Proposal Due (10/28)
WEEK 10
Tue 10/29/2024 Learning-based 3D reconstruction Single image depth estimation, Deep Multi-view stereo
Thu 10/31/2024 Paper discussion DUSt3R: Geometric 3D Vision Made Easy
WEEK 11
Tue 11/05/2024 Generative models 3D Generation, Diffusion, text-to-3D
Thu 11/07/2024 Paper discussion DreamFusion: Text-to-3D using Diffusion
WEEK 12
Tue 11/12/2024 Final project check in Office hour
Thu 11/14/2024 CVPR Deadline No class
WEEK 13
Tue 11/19/2024 Applications Self-driving
Thu 11/21/2024 Paper discussion UniSim: A Neural Closed-Loop Sensor Simulator
WEEK 14
Tue 11/26/2024 Guest lecture TBA
Thu 11/28/2024 Thanksgiving No class
WEEK 15
Tue 12/03/2024 Final Project Student Presentation
Thu 12/05/2024 Student Presentation