Matches in SemOpenAlex for { <https://semopenalex.org/work/W2997111024> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W2997111024 abstract "The use of traffic signs is vital especially when travelling in the highways or the hills in adverse environmental conditions. The pace of advancements in the field of Machine learning has opened doors for scopes of improvement in the performance of Convolutional Neural Network Architectures dedicated to classification of traffic signs. Speed is as important as accuracy for such problems in the field of Advance Driver Assistance Systems and the use of GPU instead of CPU gives the benefit of parallel processing. Gradient Descent helps navigating towards the minima of the loss function. Purpose of various gradient descent optimizing algorithms is to help in quicker convergence. This proposed algorithm comprises of a compact Convolutional Neural Network architecture that was trained on GPU using RMSProp, Adam and Nadam optimizers on the BelgiumTS dataset. RMSProp and Adam caused either underfitting or over-fitting that was resolved by Nadam used with an appropriate dropout with 97.51 training accuracy and 96.78 testing accuracy. The predictions on test images convey that the architecture trained using Nadam works perfectly for blurry images, positionally challenging images and images with uneven illumination." @default.
- W2997111024 created "2020-01-10" @default.
- W2997111024 creator A5046106195 @default.
- W2997111024 creator A5047467878 @default.
- W2997111024 creator A5047952655 @default.
- W2997111024 creator A5057435842 @default.
- W2997111024 creator A5085870484 @default.
- W2997111024 creator A5086927803 @default.
- W2997111024 date "2019-07-01" @default.
- W2997111024 modified "2023-09-27" @default.
- W2997111024 title "Performance of Different Optimizers for Traffic Sign Classification" @default.
- W2997111024 cites W1566134554 @default.
- W2997111024 cites W1593511863 @default.
- W2997111024 cites W1977610018 @default.
- W2997111024 cites W1980287119 @default.
- W2997111024 cites W2011301426 @default.
- W2997111024 cites W2117876524 @default.
- W2997111024 cites W2120420045 @default.
- W2997111024 cites W2126628495 @default.
- W2997111024 cites W2133941677 @default.
- W2997111024 cites W2146292423 @default.
- W2997111024 cites W2146502635 @default.
- W2997111024 cites W2160394694 @default.
- W2997111024 cites W2903382683 @default.
- W2997111024 cites W2964121744 @default.
- W2997111024 cites W3143026922 @default.
- W2997111024 doi "https://doi.org/10.1109/icccnt45670.2019.8944578" @default.
- W2997111024 hasPublicationYear "2019" @default.
- W2997111024 type Work @default.
- W2997111024 sameAs 2997111024 @default.
- W2997111024 citedByCount "1" @default.
- W2997111024 countsByYear W29971110242021 @default.
- W2997111024 crossrefType "proceedings-article" @default.
- W2997111024 hasAuthorship W2997111024A5046106195 @default.
- W2997111024 hasAuthorship W2997111024A5047467878 @default.
- W2997111024 hasAuthorship W2997111024A5047952655 @default.
- W2997111024 hasAuthorship W2997111024A5057435842 @default.
- W2997111024 hasAuthorship W2997111024A5085870484 @default.
- W2997111024 hasAuthorship W2997111024A5086927803 @default.
- W2997111024 hasConcept C108583219 @default.
- W2997111024 hasConcept C119857082 @default.
- W2997111024 hasConcept C134306372 @default.
- W2997111024 hasConcept C153180895 @default.
- W2997111024 hasConcept C153258448 @default.
- W2997111024 hasConcept C154945302 @default.
- W2997111024 hasConcept C162324750 @default.
- W2997111024 hasConcept C186633575 @default.
- W2997111024 hasConcept C202444582 @default.
- W2997111024 hasConcept C206688291 @default.
- W2997111024 hasConcept C2776145597 @default.
- W2997111024 hasConcept C2777303404 @default.
- W2997111024 hasConcept C31972630 @default.
- W2997111024 hasConcept C33923547 @default.
- W2997111024 hasConcept C41008148 @default.
- W2997111024 hasConcept C45347329 @default.
- W2997111024 hasConcept C50522688 @default.
- W2997111024 hasConcept C50644808 @default.
- W2997111024 hasConcept C81363708 @default.
- W2997111024 hasConcept C87833898 @default.
- W2997111024 hasConcept C9652623 @default.
- W2997111024 hasConceptScore W2997111024C108583219 @default.
- W2997111024 hasConceptScore W2997111024C119857082 @default.
- W2997111024 hasConceptScore W2997111024C134306372 @default.
- W2997111024 hasConceptScore W2997111024C153180895 @default.
- W2997111024 hasConceptScore W2997111024C153258448 @default.
- W2997111024 hasConceptScore W2997111024C154945302 @default.
- W2997111024 hasConceptScore W2997111024C162324750 @default.
- W2997111024 hasConceptScore W2997111024C186633575 @default.
- W2997111024 hasConceptScore W2997111024C202444582 @default.
- W2997111024 hasConceptScore W2997111024C206688291 @default.
- W2997111024 hasConceptScore W2997111024C2776145597 @default.
- W2997111024 hasConceptScore W2997111024C2777303404 @default.
- W2997111024 hasConceptScore W2997111024C31972630 @default.
- W2997111024 hasConceptScore W2997111024C33923547 @default.
- W2997111024 hasConceptScore W2997111024C41008148 @default.
- W2997111024 hasConceptScore W2997111024C45347329 @default.
- W2997111024 hasConceptScore W2997111024C50522688 @default.
- W2997111024 hasConceptScore W2997111024C50644808 @default.
- W2997111024 hasConceptScore W2997111024C81363708 @default.
- W2997111024 hasConceptScore W2997111024C87833898 @default.
- W2997111024 hasConceptScore W2997111024C9652623 @default.
- W2997111024 hasLocation W29971110241 @default.
- W2997111024 hasOpenAccess W2997111024 @default.
- W2997111024 hasPrimaryLocation W29971110241 @default.
- W2997111024 hasRelatedWork W2731899572 @default.
- W2997111024 hasRelatedWork W2773120646 @default.
- W2997111024 hasRelatedWork W2791983077 @default.
- W2997111024 hasRelatedWork W2889587233 @default.
- W2997111024 hasRelatedWork W2920938200 @default.
- W2997111024 hasRelatedWork W2997111024 @default.
- W2997111024 hasRelatedWork W3186919929 @default.
- W2997111024 hasRelatedWork W3215138031 @default.
- W2997111024 hasRelatedWork W4206674329 @default.
- W2997111024 hasRelatedWork W4246357244 @default.
- W2997111024 isParatext "false" @default.
- W2997111024 isRetracted "false" @default.
- W2997111024 magId "2997111024" @default.
- W2997111024 workType "article" @default.