Stacked Capsule Autoencoders

NeurIPS 2019 Adam R. KosiorekSara SabourYee Whye TehGeoffrey E. Hinton

Objects are composed of a set of geometrically organized parts. We introduce an unsupervised capsule autoencoder (SCAE), which explicitly uses geometric relationships between parts to reason about objects... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK BENCHMARK
Unsupervised MNIST MNIST SCAE (LIN-MATCH) Accuracy 98.7 # 2

Methods used in the Paper