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