Deep Learning based Vehicle Detection in Aerial Imagery

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...

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में बचाया:
ग्रंथसूची विवरण
मुख्य लेखक: Wilko Sommer, Lars (auth)
स्वरूप: इलेक्ट्रोनिक पुस्तक अध्याय
भाषा:अंग्रेज़ी
प्रकाशित: Karlsruhe KIT Scientific Publishing 2022
श्रृंखला:Karlsruher Schriften zur Anthropomatik 52
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OAPEN Library: description of the publication
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विवरण
सारांश: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.
भौतिक वर्णन:1 electronic resource (276 p.)
आईएसबीएन:KSP/1000135415
9783731511137
अभिगमन:Open Access