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Automazione Dell'estrazione Di Caratteristiche Stradali Da Immagini AD Alta Risoluzione
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ISBN10: 6207773489
ISBN13: 9786207773480
Publisher: Edizioni Sapienza
Published: Jul 10 2024
Pages: 68
Weight: 0.25
Height: 0.16 Width: 6.00 Depth: 9.00
Language: Italian
ISBN13: 9786207773480
Publisher: Edizioni Sapienza
Published: Jul 10 2024
Pages: 68
Weight: 0.25
Height: 0.16 Width: 6.00 Depth: 9.00
Language: Italian
Il rilevamento di caratteristiche stradali da immagini telerilevate è fondamentale per mantenere una rete stradale aggiornata e affidabile, essenziale per i trasporti, la pianificazione delle emergenze e la navigazione. Sebbene le reti neurali convoluzionali si siano dimostrate promettenti nell'automatizzare questo processo, i metodi esistenti spesso scambiano l'accuratezza con la complessità . Questo studio mira a sviluppare un metodo accurato di estrazione delle strade senza sacrificare l'efficienza computazionale. Proponiamo una rete neurale di segmentazione semantica che combina l'apprendimento per trasferimento e l'architettura U-net con una complessità minima. Le tecniche di post-elaborazione sono impiegate per migliorare la qualità dell'output. Il nostro metodo raggiunge un punteggio F1 di 0,83 e un'accuratezza del 95,57%, superando altri modelli sul set di dati del Massachusetts. Questo approccio dimostra prestazioni superiori e una ridotta complessità della rete rispetto ai metodi esistenti.
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