| 23 Aug, 2022 (Tue) |
1. Recognition - Applications, Metrics, Ethics, Need for ML |
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| 25 Aug, 2022 (Thu) |
2. Recognition - Tasks, Problem setups, Intro to ML, Neural networks |
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| 30 Aug, 2022 (Tue) |
3. Recognition - Image classification architectures (Resnets, DenseNets, Transformers) |
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| 01 Sep, 2022 (Thu) |
4. Recognition - Semantic Segmentation - Metrics, benchmarks, net architectures |
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| 06 Sep, 2022 (Tue) |
5. Recognition - Object detection and instance segmentation - benchmarks and net architectures |
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| 08 Sep, 2022 (Thu) |
6. Recognition - Pose estimation |
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| 13 Sep, 2022 (Tue) |
7. Recognition - Structured prediction |
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| 15 Sep, 2022 (Thu) |
8. Recognition - Transfer learning, fine-tuning, few-shot learning |
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| 20 Sep, 2022 (Tue) |
9. Recognition - Unlabeled data: self-supervised and semi-supervised learning. |
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| 22 Sep, 2022 (Thu) |
10. Recognition - Multimodality: Vision and language |
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| 27 Sep, 2022 (Tue) |
11. Reconstruction - Background: Geometry of image formation |
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| 29 Sep, 2022 (Thu) |
12. Reconstruction - Background: Physics of image formation, radiometry |
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| 04 Oct, 2022 (Tue) |
13. Reconstruction - Calibration and stereo |
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| 06 Oct, 2022 (Thu) |
14. Reconstruction - Epipolar geometry |
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| 13 Oct, 2022 (Thu) |
15. Reconstruction - RANSAC and SfM |
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| 18 Oct, 2022 (Tue) |
16. Reconstruction - Correspondence: classical and learning-based approaches |
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| 20 Oct, 2022 (Thu) |
17. Reconstruction - Learning to predict 3D structure |
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| 25 Oct, 2022 (Tue) |
18. Reconstruction - Neural representations of scene and shape |
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| 27 Oct, 2022 (Thu) |
19. Synthesis - Applications, tasks, metrics, ethical considerations |
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| 01 Nov, 2022 (Tue) |
20. Synthesis - Generative modeling - GANs |
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| 03 Nov, 2022 (Thu) |
21. Synthesis - Generative modeling - VAEs |
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| 08 Nov, 2022 (Tue) |
22. Synthesis - Generative modeling - Diffusion models |
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| 10 Nov, 2022 (Thu) |
23. Synthesis - Style transfer and conditional synthesis |
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| 15 Nov, 2022 (Tue) |
24. Synthesis - Synthesis of people and faces, deep fakes and image forensics |
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| 17 Nov, 2022 (Thu) |
25. Embodied vision - Background: Classical problems in vision and robotics |
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| 22 Nov, 2022 (Tue) |
26. Embodied vision - Background: Intro to RL |
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| 29 Nov, 2022 (Tue) |
27. embodied vision - Pixels to control |
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| 01 Dec, 2022 (Thu) |
28. Embodied vision - Intuitive Physics and models of the world |
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