Geometry of Deep Generative Models
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Out-of-distribution detection
Local Intrinsic Dimension
Local Intrinsic Dimension
Fokker-Planck LID (FLIPD)
Out-of-distribution detection
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Local Intrinsic Dimension
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Using our LID Estimators
Fokker-Planck LID (FLIPD)
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Introduction
Local Intrinsic Dimension
Fokker-Planck LID (FLIPD)
Fokker-Planck LID (FLIPD)
Author
Hamidreza Kamkari
FLIPD unlocks the capability to estimate LID for ~1M dimensional images of LAION Aesthetics. This figure shows the 4 lowest and highest FLIPD estimates for the dataset, showing a clear seperation of images with respect to their semantic complexity.
1
Introduction
Check out our paper at
arXiv
for more details. The code will be available soon!