| 1 |
Apr 12 |
Basics of Imaging |
PyTorch + Point Ops |
HW 1
Due: Apr 26
Extended to May 17
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Lecture Slides
📹 Lecture Recording
Tutorial Slides
Conv 1D Demo
Filters 2D Demo
Lens & Focus Demo
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| 2 |
Apr 19 |
ML Basics |
Linear Classification |
Lecture Slides
📹 Lecture Recording
Tutorial Slides
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| — |
Apr 26 – May 10 |
No class — Exam period (semester paused 2 weeks)
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— |
| 3 |
May 17 |
Neural Networks |
PyTorch Autograd |
HW 2
Due: May 31
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Lecture Slides
📹 Lecture Recording
Tutorial Slides
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| 4 |
May 24 |
Frequencies & Sampling |
Image Pyramids |
Lecture Slides
📹 Lecture Recording
Tutorial Slides
FT Explorer
FT Explorer 2D
FT Filter Explorer
Resize Simulation
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| 5 |
May 31 |
CNNs |
Adversarial Examples |
HW 3
Due: Jun 21
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Lecture Slides
📹 Lecture Recording
Tutorial Slides
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| 6 |
Jun 7 |
Training & Architectures |
Transformers |
Lecture Slides
📹 Lecture Recording
Tutorial Slides
Optimizers Demo
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| 7 |
Jun 14 |
Geometry & 3D |
Deep 3D |
Lecture Slides
📹 Lecture Recording
Tutorial Slides
3D Reconstruction Demo
3D Representations Demo
LiDAR Demo
Octree Demo
PointNet Demo
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| 8 |
Jun 21 |
Motion + Localization |
Detection and Segmentation |
HW 4
Due: Jul 5
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Lecture Slides
📹 Lecture Recording
Tutorial Slides
Coarse-to-Fine LK Demo
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| 9 |
Jun 28 |
Generative Models 1 |
Text to Image |
Lecture Slides
📹 Lecture Recording
Tutorial Slides
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| 10 |
Jul 5 |
Generative Models 2 |
Generative Image Editing |
HW 5
Due: Jul 19
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Lecture Slides
📹 Lecture Recording
Tutorial Slides
📹 Tutorial Recording
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| 11 |
Jul 12 |
Self-Supervision + Interp. |
Efficiency |
Lecture Slides
📹 Lecture Recording
Tutorial Slides
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| 12 |
Jul 19 |
Neural Rendering |
— |
Final project period →
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Lecture Slides
📹 Lecture Recording
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