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Capsule networks are not failed experiments! Where is this coming from? They merely haven't been applied as much as CNNs or FCNs but there are lots of papers ou
by acollins1331 7y ago
Capsule networks are not failed experiments! Where is this coming from? They merely haven't been applied as much as CNNs or FCNs but there are lots of papers out there where capsule networks outperform those architectures.
Source: my thesis using capsule networks for semantic segmentation of aerial imagery
- XuMiao 7y agoI like the Capsule idea too. In some way, capsule network is very similar to sparse attention network. It's just the attention normalization is different. Attention is normalized on the inputs, the capsule is normalized on the output. Potentially capsule can yield much cleaner patterns, while patterns generated by attention networks can be overlapping. It's just that capsule is much harder to solve.