| 26 Aug, 2021 (Thu) |
Overview of class and CV research |
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| 31 Aug, 2021 (Tue) |
Designing a recognition problem: Ethics and goals, Problem specification, Appropriateness of ML, Concerns around data |
Machine learning that matters, AI and the Everything in the Whole Wide World Benchmark |
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| 02 Sep, 2021 (Thu) |
Image classification - I: Historical perspective, Task specification, Intro to ML, Backpropagation |
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| 07 Sep, 2021 (Tue) |
Image classification - II: ML, Neural networks and backprop, Network architectures |
Deep Residual Learning for Image Recognition, Densely Connected Convolutional Networks |
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| 09 Sep, 2021 (Thu) |
Image classification - III: Transfer learning, computational complexity, models |
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| 14 Sep, 2021 (Tue) |
Object Detection - I: Historical perspective, Task specification, Benchmarks, Metrics, Technical and Ethical challenges |
The PASCAL Visual Objects Challenge, Does Object Recognition Work for Everyone? |
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| 16 Sep, 2021 (Thu) |
Object Detection - II: Model architectures |
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Decide on a project and fill spreadsheet |
| 21 Sep, 2021 (Tue) |
Segmentation - I: Semantic segmentation, Instance segmentation, Panoptic segmentation, Technical challenges |
U-Net: Convolutional Networks for Biomedical Image Segmentation, Mask R-CNN |
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| 23 Sep, 2021 (Thu) |
Segmentation - II: Network architectures |
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| 28 Sep, 2021 (Tue) |
Structured Prediction |
Autocontext and Its Application to High-level Vision Tasks |
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| 30 Sep, 2021 (Thu) |
Pose estimation |
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Submit Project Proposal |
| 05 Oct, 2021 (Tue) |
The Data challenge |
A Simple Framework for the Contrastive Learning of Visual Representations |
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| 07 Oct, 2021 (Thu) |
Cancelled |
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| 14 Oct, 2021 (Thu) |
Image formation Geometry |
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| 19 Oct, 2021 (Tue) |
Image Formation Physics |
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| 21 Oct, 2021 (Thu) |
Basics of 3D reconstruction |
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| 26 Oct, 2021 (Tue) |
Stereo |
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| 28 Oct, 2021 (Thu) |
Epipolar Geometry |
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| 02 Nov, 2021 (Tue) |
Structure-from-Motion: RANSAC, Correspondence, SfM pipelines |
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| 04 Nov, 2021 (Thu) |
Learning and 3D reconstruction |
Learning Feature Descriptors using Camera Pose Supervision |
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| 09 Nov, 2021 (Tue) |
Shape representations + Introduction to embodied vision |
Submit Extended Abstract |
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| 11 Nov, 2021 (Thu) |
Embodied vision - II: Vision and Control |
How to Train Your Robot with Deep Reinforcement Learning - Lessons We've Learned |
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| 16 Nov, 2021 (Tue) |
Embodied vision - III: Vision and Language |
Women also Snowboard: Overcoming Bias in Captioning Models |
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| 18 Nov, 2021 (Thu) |
Videos - I |
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| 23 Nov, 2021 (Tue) |
Videos - II + Generation |
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Submit reviews |
| 30 Nov, 2021 (Tue) |
Generative modeling |
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| 02 Dec, 2021 (Thu) |
Interpretability |
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| 07 Dec, 2021 (Tue) |
TBD |
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Submit 3 minute recorded presentation |