Matches in SemOpenAlex for { <https://semopenalex.org/work/W3197016727> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W3197016727 abstract "An activation function is a crucial component of a neural network that introduces non-linearity in the network. The state-of-the-art performance of a neural network depends on the perfect choice of an activation function. We propose two novel non-monotonic smooth trainable activation functions, called ErfAct-1 and ErfAct-2. Experiments suggest that the proposed functions improve the network performance significantly compared to the widely used activations like ReLU, Swish, and Mish. Replacing ReLU by ErfAct-1 and ErfAct-2, we have 5.21% and 5.04% improvement for top-1 accuracy on PreactResNet-34 network in CIFAR100 dataset, 2.58% and 2.76% improvement for top-1 accuracy on PreactResNet-34 network in CIFAR10 dataset, 1.0%, and 1.0% improvement on mean average precision (mAP) on SSD300 model in Pascal VOC dataset." @default.
- W3197016727 created "2021-09-13" @default.
- W3197016727 creator A5010852509 @default.
- W3197016727 creator A5022915831 @default.
- W3197016727 creator A5069200856 @default.
- W3197016727 creator A5090167516 @default.
- W3197016727 date "2021-09-09" @default.
- W3197016727 modified "2023-10-10" @default.
- W3197016727 title "ErfAct: Non-monotonic smooth trainable Activation Functions" @default.
- W3197016727 hasPublicationYear "2021" @default.
- W3197016727 type Work @default.
- W3197016727 sameAs 3197016727 @default.
- W3197016727 citedByCount "0" @default.
- W3197016727 crossrefType "posted-content" @default.
- W3197016727 hasAuthorship W3197016727A5010852509 @default.
- W3197016727 hasAuthorship W3197016727A5022915831 @default.
- W3197016727 hasAuthorship W3197016727A5069200856 @default.
- W3197016727 hasAuthorship W3197016727A5090167516 @default.
- W3197016727 hasConcept C11413529 @default.
- W3197016727 hasConcept C134306372 @default.
- W3197016727 hasConcept C14036430 @default.
- W3197016727 hasConcept C153180895 @default.
- W3197016727 hasConcept C154945302 @default.
- W3197016727 hasConcept C199360897 @default.
- W3197016727 hasConcept C2984842247 @default.
- W3197016727 hasConcept C33923547 @default.
- W3197016727 hasConcept C38365724 @default.
- W3197016727 hasConcept C41008148 @default.
- W3197016727 hasConcept C50644808 @default.
- W3197016727 hasConcept C72169020 @default.
- W3197016727 hasConcept C75608658 @default.
- W3197016727 hasConcept C78458016 @default.
- W3197016727 hasConcept C86803240 @default.
- W3197016727 hasConceptScore W3197016727C11413529 @default.
- W3197016727 hasConceptScore W3197016727C134306372 @default.
- W3197016727 hasConceptScore W3197016727C14036430 @default.
- W3197016727 hasConceptScore W3197016727C153180895 @default.
- W3197016727 hasConceptScore W3197016727C154945302 @default.
- W3197016727 hasConceptScore W3197016727C199360897 @default.
- W3197016727 hasConceptScore W3197016727C2984842247 @default.
- W3197016727 hasConceptScore W3197016727C33923547 @default.
- W3197016727 hasConceptScore W3197016727C38365724 @default.
- W3197016727 hasConceptScore W3197016727C41008148 @default.
- W3197016727 hasConceptScore W3197016727C50644808 @default.
- W3197016727 hasConceptScore W3197016727C72169020 @default.
- W3197016727 hasConceptScore W3197016727C75608658 @default.
- W3197016727 hasConceptScore W3197016727C78458016 @default.
- W3197016727 hasConceptScore W3197016727C86803240 @default.
- W3197016727 hasLocation W31970167271 @default.
- W3197016727 hasOpenAccess W3197016727 @default.
- W3197016727 hasPrimaryLocation W31970167271 @default.
- W3197016727 hasRelatedWork W2270144854 @default.
- W3197016727 hasRelatedWork W2620369751 @default.
- W3197016727 hasRelatedWork W2658059983 @default.
- W3197016727 hasRelatedWork W2754580451 @default.
- W3197016727 hasRelatedWork W2755304340 @default.
- W3197016727 hasRelatedWork W2758074773 @default.
- W3197016727 hasRelatedWork W2760217853 @default.
- W3197016727 hasRelatedWork W2802862615 @default.
- W3197016727 hasRelatedWork W2803957979 @default.
- W3197016727 hasRelatedWork W2899911233 @default.
- W3197016727 hasRelatedWork W2909136751 @default.
- W3197016727 hasRelatedWork W2962847207 @default.
- W3197016727 hasRelatedWork W2968974527 @default.
- W3197016727 hasRelatedWork W2994740422 @default.
- W3197016727 hasRelatedWork W3013965793 @default.
- W3197016727 hasRelatedWork W3105216970 @default.
- W3197016727 hasRelatedWork W3131477807 @default.
- W3197016727 hasRelatedWork W3160842736 @default.
- W3197016727 hasRelatedWork W3161528727 @default.
- W3197016727 hasRelatedWork W3200817672 @default.
- W3197016727 isParatext "false" @default.
- W3197016727 isRetracted "false" @default.
- W3197016727 magId "3197016727" @default.
- W3197016727 workType "article" @default.