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...
में बचाया:
मुख्य लेखक: | |
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स्वरूप: | इलेक्ट्रोनिक पुस्तक अध्याय |
भाषा: | अंग्रेज़ी |
प्रकाशित: |
Karlsruhe
KIT Scientific Publishing
2022
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श्रृंखला: | Karlsruher Schriften zur Anthropomatik
52 |
विषय: | |
ऑनलाइन पहुंच: | OAPEN Library: download the publication OAPEN Library: description of the publication |
टैग: |
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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. |
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भौतिक वर्णन: | 1 electronic resource (276 p.) |
आईएसबीएन: | KSP/1000135415 9783731511137 |
अभिगमन: | Open Access |