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The Curse of Intrinsic Dimensionality
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Classroom Contents
Overcoming the Curse of Dimensionality and Mode Collapse - Ke Li
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- 1 Intro
- 2 Problems of GANS
- 3 Why Mode Collapse Happens
- 4 Connection to Maximum Likelihood
- 5 F-Measure
- 6 Multimodal Super-Resolution
- 7 Multimodal Image Synthesis from Scene Layout
- 8 Unconditional Image Synthesis (Using IMLE on GLO Embeddings)
- 9 Implicit Maximum Likelihood Estimation (IMLE)
- 10 How to Find Nearest Neighbours
- 11 The Curse of Dimensionality
- 12 Existing Algorithms Use Space Partitioning
- 13 How Space Partitioning Works
- 14 The Curse of Intrinsic Dimensionality
- 15 Recall...
- 16 Closeness in Location vs. Rank
- 17 Intuition
- 18 Complexity
- 19 Space Efficiency on CIFAR-100
- 20 Space Efficiency on MNIST
