Official repository for CVPR paper SODA: Bottleneck Diffusion Models for Representation Learning
Check out our website here and our slides here. Pytorch implementation is coming soon!
@article{hudson2023soda,
title={SODA: Bottleneck Diffusion Models for Representation Learning},
author={Hudson, Drew A and Zoran, Daniel and Malinowski, Mateusz and Lampinen, Andrew K and Jaegle, Andrew and McClelland, James L and Matthey, Loic and Hill, Felix and Lerchner, Alexander},
journal={arXiv preprint arXiv:2311.17901},
year={2023}
}Latent Interpolation
interpolation_afhq_animals.mp4
Style & Content Separation
style_structure_separation_afhq_animals.mp4
Novel View Synthesis (from 1 view)
shapenet_1.mp4
shapenet_2.mp4
Novel View Synthesis (from 2 views)
gso_1.mp4
Unsupervised Discovery of Semantic Attributes
Blossoming:
oxford_flowers_blossom.mp4
Petals Number:
oxford_flowers_petals_num.mp4
Golden Core:
oxford_flowers_golden_center.mp4
Blue Color:
oxford_flowers_color_blue.mp4
Red Color:
oxford_flowers_color_red.mp4
Yellow Color:
oxford_flowers_color_yellow.mp4
Maturity:
Reconstructions (Original Input & Reconstructred Output):
