Matches in SemOpenAlex for { <https://semopenalex.org/work/W3202471785> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W3202471785 abstract "The impact of convolution neural networks (CNNs) in the supervised settings provided tremendous increment in performance. The representations learned from CNN's operated on hyperspherical manifold led to insightful outcomes in face recognition, face identification and other supervised tasks. A broad range of activation functions is developed with hypersphere intuition which performs superior to softmax in euclidean space. The main motive of this research is to provide insights. First, the stereographic projection is implied to transform data from Euclidean space ($mathbb{R}^{n}$) to hyperspherical manifold ($mathbb{S}^{n}$) to analyze the performance of angular margin losses. Secondly, proving both theoretically and practically that decision boundaries constructed on hypersphere using stereographic projection obliges the learning of neural networks. Experiments have proved that applying stereographic projection on existing state-of-the-art angular margin objective functions led to improve performance for standard image classification data sets (CIFAR-10,100). The code is publicly available at: this https URL." @default.
- W3202471785 created "2021-10-11" @default.
- W3202471785 creator A5003140276 @default.
- W3202471785 creator A5050653328 @default.
- W3202471785 creator A5052032977 @default.
- W3202471785 date "2021-09-29" @default.
- W3202471785 modified "2023-09-27" @default.
- W3202471785 title "Improvising the Learning of Neural Networks on Hyperspherical Manifold" @default.
- W3202471785 cites W1849277567 @default.
- W3202471785 cites W2081825452 @default.
- W3202471785 cites W2114446726 @default.
- W3202471785 cites W2187089797 @default.
- W3202471785 cites W2194775991 @default.
- W3202471785 cites W2897295818 @default.
- W3202471785 cites W2919115771 @default.
- W3202471785 cites W2948697666 @default.
- W3202471785 cites W2949924544 @default.
- W3202471785 cites W2962889053 @default.
- W3202471785 cites W2962898354 @default.
- W3202471785 cites W2963325056 @default.
- W3202471785 cites W2963466847 @default.
- W3202471785 cites W2963656735 @default.
- W3202471785 cites W2964266063 @default.
- W3202471785 cites W2969985801 @default.
- W3202471785 cites W2970427421 @default.
- W3202471785 cites W3034978746 @default.
- W3202471785 cites W3100345210 @default.
- W3202471785 cites W3108537278 @default.
- W3202471785 cites W3118062200 @default.
- W3202471785 hasPublicationYear "2021" @default.
- W3202471785 type Work @default.
- W3202471785 sameAs 3202471785 @default.
- W3202471785 citedByCount "0" @default.
- W3202471785 crossrefType "posted-content" @default.
- W3202471785 hasAuthorship W3202471785A5003140276 @default.
- W3202471785 hasAuthorship W3202471785A5050653328 @default.
- W3202471785 hasAuthorship W3202471785A5052032977 @default.
- W3202471785 hasConcept C11413529 @default.
- W3202471785 hasConcept C119001982 @default.
- W3202471785 hasConcept C119857082 @default.
- W3202471785 hasConcept C127413603 @default.
- W3202471785 hasConcept C134306372 @default.
- W3202471785 hasConcept C153180895 @default.
- W3202471785 hasConcept C154945302 @default.
- W3202471785 hasConcept C186450821 @default.
- W3202471785 hasConcept C2524010 @default.
- W3202471785 hasConcept C2776562905 @default.
- W3202471785 hasConcept C33923547 @default.
- W3202471785 hasConcept C41008148 @default.
- W3202471785 hasConcept C50644808 @default.
- W3202471785 hasConcept C529865628 @default.
- W3202471785 hasConcept C57493831 @default.
- W3202471785 hasConcept C774472 @default.
- W3202471785 hasConcept C78519656 @default.
- W3202471785 hasConcept C81363708 @default.
- W3202471785 hasConceptScore W3202471785C11413529 @default.
- W3202471785 hasConceptScore W3202471785C119001982 @default.
- W3202471785 hasConceptScore W3202471785C119857082 @default.
- W3202471785 hasConceptScore W3202471785C127413603 @default.
- W3202471785 hasConceptScore W3202471785C134306372 @default.
- W3202471785 hasConceptScore W3202471785C153180895 @default.
- W3202471785 hasConceptScore W3202471785C154945302 @default.
- W3202471785 hasConceptScore W3202471785C186450821 @default.
- W3202471785 hasConceptScore W3202471785C2524010 @default.
- W3202471785 hasConceptScore W3202471785C2776562905 @default.
- W3202471785 hasConceptScore W3202471785C33923547 @default.
- W3202471785 hasConceptScore W3202471785C41008148 @default.
- W3202471785 hasConceptScore W3202471785C50644808 @default.
- W3202471785 hasConceptScore W3202471785C529865628 @default.
- W3202471785 hasConceptScore W3202471785C57493831 @default.
- W3202471785 hasConceptScore W3202471785C774472 @default.
- W3202471785 hasConceptScore W3202471785C78519656 @default.
- W3202471785 hasConceptScore W3202471785C81363708 @default.
- W3202471785 hasLocation W32024717851 @default.
- W3202471785 hasOpenAccess W3202471785 @default.
- W3202471785 hasPrimaryLocation W32024717851 @default.
- W3202471785 hasRelatedWork W1562157408 @default.
- W3202471785 hasRelatedWork W1574853486 @default.
- W3202471785 hasRelatedWork W1923358317 @default.
- W3202471785 hasRelatedWork W2072536603 @default.
- W3202471785 hasRelatedWork W2126017757 @default.
- W3202471785 hasRelatedWork W2140492997 @default.
- W3202471785 hasRelatedWork W2182949408 @default.
- W3202471785 hasRelatedWork W2467856623 @default.
- W3202471785 hasRelatedWork W2766664464 @default.
- W3202471785 hasRelatedWork W2770865047 @default.
- W3202471785 hasRelatedWork W2895980628 @default.
- W3202471785 hasRelatedWork W2998070674 @default.
- W3202471785 hasRelatedWork W3014712194 @default.
- W3202471785 hasRelatedWork W3036536899 @default.
- W3202471785 hasRelatedWork W3042544668 @default.
- W3202471785 hasRelatedWork W3046455422 @default.
- W3202471785 hasRelatedWork W3174242427 @default.
- W3202471785 hasRelatedWork W3185200950 @default.
- W3202471785 hasRelatedWork W3195545963 @default.
- W3202471785 hasRelatedWork W3201625355 @default.
- W3202471785 isParatext "false" @default.
- W3202471785 isRetracted "false" @default.
- W3202471785 magId "3202471785" @default.
- W3202471785 workType "article" @default.