A deep sprite-based image model, guided by a design analysis, matches SOTA unsupervised class-aware segmentation on CLEVR, scales linearly with objects, and yields fully interpretable decompositions.
Unsupervised object discovery: A comprehensive survey and unified taxonomy.arXiv preprint arXiv:2411.00868
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Deep Sprite-based Image Models: An Analysis
A deep sprite-based image model, guided by a design analysis, matches SOTA unsupervised class-aware segmentation on CLEVR, scales linearly with objects, and yields fully interpretable decompositions.