Matches in SemOpenAlex for { <https://semopenalex.org/work/W2922692936> ?p ?o ?g. }
Showing items 1 to 85 of
85
with 100 items per page.
- W2922692936 abstract "Capsule Networks (CapsNet) use the Softmax function to convert the logits of the routing coefficients into a set of normalized values that signify the assignment probabilities between capsules in adjacent layers. We show that the use of Softmax prevents capsule layers from forming optimal couplings between lower and higher-level capsules. Softmax constrains the dynamic range of the routing coefficients and leads to probabilities that remain mostly uniform after several routing iterations. Instead, we propose the use of Max-Min normalization. Max-Min performs a scale-invariant normalization of the logits that allows each lower-level capsule to take on an independent value, constrained only by the bounds of normalization. Max-Min provides consistent improvement in test accuracy across five datasets and allows more routing iterations without a decrease in network performance. A single CapsNet trained using Max-Min achieves an improved test error of 0.20% on the MNIST dataset. With a simple 3-model majority vote, we achieve a test error of 0.17% on MNIST." @default.
- W2922692936 created "2019-04-01" @default.
- W2922692936 creator A5011462648 @default.
- W2922692936 creator A5032390398 @default.
- W2922692936 creator A5060243661 @default.
- W2922692936 creator A5062549993 @default.
- W2922692936 creator A5081899018 @default.
- W2922692936 date "2019-03-22" @default.
- W2922692936 modified "2023-09-26" @default.
- W2922692936 title "Capsule Networks with Max-Min Normalization" @default.
- W2922692936 cites W2000420612 @default.
- W2922692936 cites W2057175746 @default.
- W2922692936 cites W2101413272 @default.
- W2922692936 cites W2112796928 @default.
- W2922692936 cites W2141125852 @default.
- W2922692936 cites W2167998037 @default.
- W2922692936 cites W2194321275 @default.
- W2922692936 cites W2271840356 @default.
- W2922692936 cites W2750384547 @default.
- W2922692936 cites W2766447205 @default.
- W2922692936 cites W2785994986 @default.
- W2922692936 cites W2963703618 @default.
- W2922692936 cites W2964121744 @default.
- W2922692936 cites W3118608800 @default.
- W2922692936 cites W4919037 @default.
- W2922692936 doi "https://doi.org/10.48550/arxiv.1903.09662" @default.
- W2922692936 hasPublicationYear "2019" @default.
- W2922692936 type Work @default.
- W2922692936 sameAs 2922692936 @default.
- W2922692936 citedByCount "8" @default.
- W2922692936 countsByYear W29226929362019 @default.
- W2922692936 countsByYear W29226929362020 @default.
- W2922692936 countsByYear W29226929362021 @default.
- W2922692936 crossrefType "posted-content" @default.
- W2922692936 hasAuthorship W2922692936A5011462648 @default.
- W2922692936 hasAuthorship W2922692936A5032390398 @default.
- W2922692936 hasAuthorship W2922692936A5060243661 @default.
- W2922692936 hasAuthorship W2922692936A5062549993 @default.
- W2922692936 hasAuthorship W2922692936A5081899018 @default.
- W2922692936 hasBestOaLocation W29226929361 @default.
- W2922692936 hasConcept C11413529 @default.
- W2922692936 hasConcept C136886441 @default.
- W2922692936 hasConcept C144024400 @default.
- W2922692936 hasConcept C153180895 @default.
- W2922692936 hasConcept C154945302 @default.
- W2922692936 hasConcept C169903167 @default.
- W2922692936 hasConcept C188441871 @default.
- W2922692936 hasConcept C190470478 @default.
- W2922692936 hasConcept C190502265 @default.
- W2922692936 hasConcept C19165224 @default.
- W2922692936 hasConcept C33923547 @default.
- W2922692936 hasConcept C37914503 @default.
- W2922692936 hasConcept C41008148 @default.
- W2922692936 hasConcept C50644808 @default.
- W2922692936 hasConceptScore W2922692936C11413529 @default.
- W2922692936 hasConceptScore W2922692936C136886441 @default.
- W2922692936 hasConceptScore W2922692936C144024400 @default.
- W2922692936 hasConceptScore W2922692936C153180895 @default.
- W2922692936 hasConceptScore W2922692936C154945302 @default.
- W2922692936 hasConceptScore W2922692936C169903167 @default.
- W2922692936 hasConceptScore W2922692936C188441871 @default.
- W2922692936 hasConceptScore W2922692936C190470478 @default.
- W2922692936 hasConceptScore W2922692936C190502265 @default.
- W2922692936 hasConceptScore W2922692936C19165224 @default.
- W2922692936 hasConceptScore W2922692936C33923547 @default.
- W2922692936 hasConceptScore W2922692936C37914503 @default.
- W2922692936 hasConceptScore W2922692936C41008148 @default.
- W2922692936 hasConceptScore W2922692936C50644808 @default.
- W2922692936 hasLocation W29226929361 @default.
- W2922692936 hasOpenAccess W2922692936 @default.
- W2922692936 hasPrimaryLocation W29226929361 @default.
- W2922692936 hasRelatedWork W2743258233 @default.
- W2922692936 hasRelatedWork W2771907641 @default.
- W2922692936 hasRelatedWork W2810865670 @default.
- W2922692936 hasRelatedWork W2922692936 @default.
- W2922692936 hasRelatedWork W2977314777 @default.
- W2922692936 hasRelatedWork W2996816904 @default.
- W2922692936 hasRelatedWork W3038428022 @default.
- W2922692936 hasRelatedWork W4221015625 @default.
- W2922692936 hasRelatedWork W4307834408 @default.
- W2922692936 hasRelatedWork W4320925816 @default.
- W2922692936 isParatext "false" @default.
- W2922692936 isRetracted "false" @default.
- W2922692936 magId "2922692936" @default.
- W2922692936 workType "article" @default.