FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3020876265> ?p ?o ?g. }

• W3020876265 abstract "Navigation and mobility are some of the major problems faced by visually impaired people in their daily lives. Advances in computer vision led to the proposal of some navigation systems. However, most of them require expensive and/or heavy hardware. In this paper we propose the use of convolutional neural networks (CNN), transfer learning, and semi-supervised learning (SSL) to build a framework aimed at the visually impaired aid. It has low computational costs and, therefore, may be implemented on current smartphones, without relying on any additional equipment. The smartphone camera can be used to automatically take pictures of the path ahead. Then, they will be immediately classified, providing almost instantaneous feedback to the user. We also propose a dataset to train the classifiers, including indoor and outdoor situations with different types of light, floor, and obstacles. Many different CNN architectures are evaluated as feature extractors and classifiers, by fine-tuning weights pre-trained on a much larger dataset. The graph-based SSL method, known as particle competition and cooperation, is also used for classification, allowing feedback from the user to be incorporated without retraining the underlying network. 92% and 80% classification accuracy is achieved in the proposed dataset in the best supervised and SSL scenarios, respectively." @default.
• W3020876265 created "2020-05-13" @default.
• W3020876265 creator A5034280253 @default.
• W3020876265 creator A5045524441 @default.
• W3020876265 date "2020-05-09" @default.
• W3020876265 modified "2023-10-03" @default.
• W3020876265 title "Visually Impaired Aid using Convolutional Neural Networks, Transfer Learning, and Particle Competition and Cooperation" @default.
• W3020876265 cites W1522301498 @default.
• W3020876265 cites W1615396385 @default.
• W3020876265 cites W1980210065 @default.
• W3020876265 cites W1984701370 @default.
• W3020876265 cites W2005180150 @default.
• W3020876265 cites W2028841489 @default.
• W3020876265 cites W2031489346 @default.
• W3020876265 cites W2076063813 @default.
• W3020876265 cites W2085996250 @default.
• W3020876265 cites W2097117768 @default.
• W3020876265 cites W2100894161 @default.
• W3020876265 cites W2104616322 @default.
• W3020876265 cites W2116023101 @default.
• W3020876265 cites W2117539524 @default.
• W3020876265 cites W2154270834 @default.
• W3020876265 cites W2161381512 @default.
• W3020876265 cites W2163605009 @default.
• W3020876265 cites W2183341477 @default.
• W3020876265 cites W2194775991 @default.
• W3020876265 cites W2253429366 @default.
• W3020876265 cites W2302255633 @default.
• W3020876265 cites W2482467223 @default.
• W3020876265 cites W2490270993 @default.
• W3020876265 cites W2509876617 @default.
• W3020876265 cites W2510224130 @default.
• W3020876265 cites W2531409750 @default.
• W3020876265 cites W2557283755 @default.
• W3020876265 cites W2587718917 @default.
• W3020876265 cites W2612445135 @default.
• W3020876265 cites W2620840419 @default.
• W3020876265 cites W2625370127 @default.
• W3020876265 cites W2735431455 @default.
• W3020876265 cites W2741346289 @default.
• W3020876265 cites W2757455114 @default.
• W3020876265 cites W2766459852 @default.
• W3020876265 cites W2771580944 @default.
• W3020876265 cites W2785523195 @default.
• W3020876265 cites W2805143365 @default.
• W3020876265 cites W2912866499 @default.
• W3020876265 cites W2919115771 @default.
• W3020876265 cites W2962835968 @default.
• W3020876265 cites W2963163009 @default.
• W3020876265 cites W2963446712 @default.
• W3020876265 cites W2964081807 @default.
• W3020876265 cites W2964350391 @default.
• W3020876265 cites W2998506323 @default.
• W3020876265 hasPublicationYear "2020" @default.
• W3020876265 type Work @default.
• W3020876265 sameAs 3020876265 @default.
• W3020876265 citedByCount "0" @default.
• W3020876265 crossrefType "posted-content" @default.
• W3020876265 hasAuthorship W3020876265A5034280253 @default.
• W3020876265 hasAuthorship W3020876265A5045524441 @default.
• W3020876265 hasConcept C107457646 @default.
• W3020876265 hasConcept C108583219 @default.
• W3020876265 hasConcept C119857082 @default.
• W3020876265 hasConcept C132525143 @default.
• W3020876265 hasConcept C138885662 @default.
• W3020876265 hasConcept C144133560 @default.
• W3020876265 hasConcept C150899416 @default.
• W3020876265 hasConcept C153180895 @default.
• W3020876265 hasConcept C154945302 @default.
• W3020876265 hasConcept C155202549 @default.
• W3020876265 hasConcept C199360897 @default.
• W3020876265 hasConcept C2776401178 @default.
• W3020876265 hasConcept C2777735758 @default.
• W3020876265 hasConcept C2778712577 @default.
• W3020876265 hasConcept C3020106864 @default.
• W3020876265 hasConcept C31972630 @default.
• W3020876265 hasConcept C41008148 @default.
• W3020876265 hasConcept C41895202 @default.
• W3020876265 hasConcept C80444323 @default.
• W3020876265 hasConcept C81363708 @default.
• W3020876265 hasConceptScore W3020876265C107457646 @default.
• W3020876265 hasConceptScore W3020876265C108583219 @default.
• W3020876265 hasConceptScore W3020876265C119857082 @default.
• W3020876265 hasConceptScore W3020876265C132525143 @default.
• W3020876265 hasConceptScore W3020876265C138885662 @default.
• W3020876265 hasConceptScore W3020876265C144133560 @default.
• W3020876265 hasConceptScore W3020876265C150899416 @default.
• W3020876265 hasConceptScore W3020876265C153180895 @default.
• W3020876265 hasConceptScore W3020876265C154945302 @default.
• W3020876265 hasConceptScore W3020876265C155202549 @default.
• W3020876265 hasConceptScore W3020876265C199360897 @default.
• W3020876265 hasConceptScore W3020876265C2776401178 @default.
• W3020876265 hasConceptScore W3020876265C2777735758 @default.
• W3020876265 hasConceptScore W3020876265C2778712577 @default.
• W3020876265 hasConceptScore W3020876265C3020106864 @default.
• W3020876265 hasConceptScore W3020876265C31972630 @default.
• W3020876265 hasConceptScore W3020876265C41008148 @default.
• W3020876265 hasConceptScore W3020876265C41895202 @default.
• W3020876265 hasConceptScore W3020876265C80444323 @default.
• W3020876265 hasConceptScore W3020876265C81363708 @default.

• next