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Deep Learning based Vehicle Detection in Aerial Imagery

Av: Medverkande: Materialtyp: ArtikelSerie: Utgivningsinformation: Karlsruhe KIT Scientific Publishing KIT Scientific Publishing [Imprint] 2022Beskrivning: 1 electronic resource (276 p.)Innehållstyp:
  • text
Medietyp:
  • computer
Bärartyp:
  • online resource
ISBN:
  • 9783731511137
Ämnen: Onlineresurser: Sammanfattning: This book proposes a novel deep learning based detection method, focusing on vehicle detection in aerial imagery recorded in top view. The base detection framework is extended by two novel components to improve the detection accuracy by enhancing the contextual and semantical content of the employed feature representation. To reduce the inference time, a lightweight CNN architecture is proposed as base architecture and a novel module that restricts the search area is introduced.
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This book proposes a novel deep learning based detection method, focusing on vehicle detection in aerial imagery recorded in top view. The base detection framework is extended by two novel components to improve the detection accuracy by enhancing the contextual and semantical content of the employed feature representation. To reduce the inference time, a lightweight CNN architecture is proposed as base architecture and a novel module that restricts the search area is introduced.

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Creative Commons Licence cc by-sa cc http://creativecommons.org/licenses/by-sa/4.0

eng

Freely available e-book