This schedule is preliminary and subject to change as the term evolves.
Lecture
Date
Topic
Suggested Reading
Assignments
WEEK 1
1
Tue 08/26/2025
Introduction
Assignment 0 Out
2
Thu 08/28/2025
3D Representations I
WEEK 2
3
Tue 09/02/2025
3D Representations II
Assignment 0 Due
Assignment 1 Out
4
Thu 09/04/2025
Image Formation
Assignment 0 Due
Assignment 1 Out
Fri 09/05/2025
PyTorch3D Tutorial (Smith 200, 2-3pm)
colab notebook
WEEK 3
5
Tue 09/09/2025
Single-view 3D: History + 2.5D
Depth Map Prediction from a Single Image using a Multi-Scale Deep Network
Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfer
Repurposing Diffusion-Based Image Generators for Monocular Depth Estimation
6
Thu 09/11/2025
Single-view 3D: Objects
Learning a predictable and generative vector representation for objects
Occupancy Networks: Learning 3D Reconstruction in Function Space
AtlasNet: A Papier-Mâché Approach to Learning 3D Surface Generation
WEEK 4
7
Tue 09/16/2025
Single-view 3D: Humans, Hands, and Animals
SMPL: A Skinned Multi-Person Linear Model
Embodied Hands: Modeling and Capturing Hands and Bodies Together
End-to-end Recovery of Human Shape and Pose
DOVE: Learning Deformable 3D Objects by Watching Videos
8
Thu 09/18/2025
Single-view 3D: Scenes
Projects: Selection and Timeline
Assignment 1 Due
Assignment 2 Out
WEEK 5
9
Tue 09/23/2025
Volume Rendering
Volume Rendering Digest
10
Thu 09/25/2025
Neural Radiance Fields
NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis
WEEK 6
11
Tue 09/30/2025
Neural Implicit Surfaces
Multiview Neural Surface Reconstruction by Disentangling Geometry and Appearance
Volume Rendering of Neural Implicit Surfaces
NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstruction
Objects as volumes: A stochastic geometry view of opaque solids
12
Thu 10/02/2025
Differentiable Primitive Rendering (Triangles, Gaussians)
Assignment 2 Due
Assignment 3 Out
WEEK 7
13
Tue 10/07/2025
Surface Rendering: BRDFs
NeRS: Neural Reflectance Surfaces for Sparse-view 3D Reconstruction in the Wild
PhySG: Inverse Rendering with Spherical Gaussians for Physics-based Material Editing and Relighting
14
Thu 10/09/2025
Distilling 3D from 2D Diffusion
DreamFusion: Text-to-3D using 2D Diffusion
Score Jacobian Chaining: Lifting Pretrained 2D Diffusion Models for 3D Generation
Zero-1-to-3: Zero-shot One Image to 3D Object
Project Proposals Due
WEEK 8 - Fall Break
WEEK 9
15
Tue 10/21/2025
Generative 3D Modeling
Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling
AutoSDF: Shape Priors for 3D Completion, Reconstruction and Generation
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis
16
Thu 10/23/2025
Sparse View 3D and View Synthesis I
ViewFormer: NeRF-free Neural Rendering from Few Images Using Transformers
SparseFusion: Distilling View-conditioned Diffusion for 3D Reconstruction
ReconFusion: 3D Reconstruction with Diffusion Priors
Assignment 3 Due
Assignment 4 Out
WEEK 10
17
Tue 10/28/2025
Sparse View 3D and View Synthesis II
18
Thu 10/30/2025
Learning 3D from Multi-view
WEEK 11
Tue 11/04/2025
No Class (Democracy Day)
19
Thu 11/06/2025
Point Clouds I
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation
Point Transformer
Vector Neurons: A General Framework for SO(3)-Equivariant Networks
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks
Assignment 4 Due
Assignment 5 Out
WEEK 12
20
Tue 11/11/2025
Point Clouds II
Frustum PointNets for 3D Object Detection from RGB-D Data
Deep Hough Voting for 3D Object Detection in Point Clouds
21
Thu 11/13/2025
Modeling 3D in Time
Neural Scene Flow Fields for Space-Time View Synthesis of Dynamic Scenes
Nerfies: Deformable Neural Radiance Fields
WEEK 13
22
Tue 11/18/2025
Guest Lecture I (3D Detection)
23
Thu 11/20/2025
Guest Lecture II (3D + Robotics)
Assignment 5 Due
WEEK 14
24
Tue 11/25/2025
Conclusion
Thu 11/27/2025
Thanksgiving
WEEK 15
25
Tue 12/02/2025
Poster Presentations: I
26
Thu 12/04/2025
Poster Presentations: II
WEEK 16
Thu 12/11/2025
Project Reports Due