Multi-Object Representation Learning with Iterative Variational - - PowerPoint PPT Presentation

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multi object representation learning with iterative

Multi-Object Representation Learning with Iterative Variational - - PowerPoint PPT Presentation

Feb 20, 2024 260 likes •358 views

Multi-Object Representation Learning with Iterative Variational Inference Klaus Greff, Raphal Lopez Kaufmann, Rishabh Kabra, Nick Watters, Chris Burgess, Daniel Zoran, Loic Matthey, Matthew Botvinick, Alexander Lerchner Multi-Object

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Multi-Object Representation Learning with Iterative Variational Inference

Klaus Greff, Raphaël Lopez Kaufmann, Rishabh Kabra, Nick Watters, Chris Burgess, Daniel Zoran, Loic Matthey, Matthew Botvinick, Alexander Lerchner

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SLIDE 2

Object Representations Image Representation

Multi-Object Representation Learning

slots VAE IODINE (ours)

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SLIDE 3

Iterative Object Decomposition Inference NEtwork

Built on the VAE framework
Incorporates multi-object structure
Iterative variational inference

Decoder Structure Iterative Inference

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SLIDE 4

Iterative Object Decomposition Inference NEtwork

Decoder Structure

Built on the VAE framework
Incorporates multi-object structure
Iterative variational inference

Iterative Inference

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SLIDE 5

Iterative Object Decomposition Inference NEtwork

Decoder Structure Iterative Inference

Built on the VAE framework
Incorporates multi-object structure
Iterative variational inference

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SLIDE 6

Object Decomposition by IODINE

I m a g e R e c

n

s . M a s k Slot Reconstructions (10) Inpainting of occluded parts

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Multi-Object Disentanglement

VAE IODINE

x y size color material

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SLIDE 8

Poster #24

Thank you for your Attention!

Summary

Multi-object representation learning
Completely unsupervised
Decomposes an image into individual objects
Learns disentangled object representations