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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| Format: | Online |
| Sprog: | engelsk |
| Udgivet: |
KIT Scientific Publishing
2022
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| Fag: | |
| Online adgang: | ONIX_20220228_9783731511137_3 |
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| _version_ | 1869515374512308224 |
|---|---|
| author | Wilko Sommer, Lars |
| author_browse | Wilko Sommer, Lars |
| author_facet | Wilko Sommer, Lars |
| author_sort | Wilko Sommer, Lars |
| collection | Directory of Open Access Books |
| description | 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. |
| format | Online |
| id | doab-20.500.12854ir-78910 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2022 |
| publishDateRange | 2022 |
| publishDateSort | 2022 |
| publisher | KIT Scientific Publishing |
| publisherStr | KIT Scientific Publishing |
| record_format | ojs |
| spelling | doab-20.500.12854ir-789102025-07-30T11:54:58Z Deep Learning based Vehicle Detection in Aerial Imagery Wilko Sommer, Lars Objektdetektion Neuronale Netze Luftbilddaten Object Detection Deep Learning Aerial Imagery thema EDItEUR::U Computing and Information Technology::UY Computer science::UYA Mathematical theory of computation::UYAM Maths for computer scientists thema EDItEUR::U Computing and Information Technology::UY Computer science::UYA Mathematical theory of computation::UYAM Maths for computer scientists 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. 2022-03-01T04:02:30Z 2022-03-01T04:02:30Z 2022-02-28T14:31:05Z 2022 book ONIX_20220228_9783731511137_3 OCN: 1308753225 1863-6489 https://library.oapen.org/handle/20.500.12657/53149 9783731511137 https://directory.doabooks.org/handle/20.500.12854/78910 eng Karlsruher Schriften zur Anthropomatik open access image/jpeg image/jpeg image/jpeg image/jpeg n/a n/a n/a n/a https://library.oapen.org/bitstream/20.500.12657/53149/1/9783731511137.pdf https://library.oapen.org/bitstream/20.500.12657/53149/1/9783731511137.pdf https://library.oapen.org/bitstream/20.500.12657/53149/1/9783731511137.pdf https://library.oapen.org/bitstream/20.500.12657/53149/1/9783731511137.pdf KIT Scientific Publishing KIT Scientific Publishing 10.5445/KSP/1000135415 10.5445/KSP/1000135415 68fffc18-8f7b-44fa-ac7e-0b7d7d979bd2 9783731511137 AG Universitätsverlage KIT Scientific Publishing 276 Karlsruhe open access |
| spellingShingle | Objektdetektion Neuronale Netze Luftbilddaten Object Detection Deep Learning Aerial Imagery thema EDItEUR::U Computing and Information Technology::UY Computer science::UYA Mathematical theory of computation::UYAM Maths for computer scientists thema EDItEUR::U Computing and Information Technology::UY Computer science::UYA Mathematical theory of computation::UYAM Maths for computer scientists Wilko Sommer, Lars Deep Learning based Vehicle Detection in Aerial Imagery |
| title | Deep Learning based Vehicle Detection in Aerial Imagery |
| title_full | Deep Learning based Vehicle Detection in Aerial Imagery |
| title_fullStr | Deep Learning based Vehicle Detection in Aerial Imagery |
| title_full_unstemmed | Deep Learning based Vehicle Detection in Aerial Imagery |
| title_short | Deep Learning based Vehicle Detection in Aerial Imagery |
| title_sort | deep learning based vehicle detection in aerial imagery |
| topic | Objektdetektion Neuronale Netze Luftbilddaten Object Detection Deep Learning Aerial Imagery thema EDItEUR::U Computing and Information Technology::UY Computer science::UYA Mathematical theory of computation::UYAM Maths for computer scientists thema EDItEUR::U Computing and Information Technology::UY Computer science::UYA Mathematical theory of computation::UYAM Maths for computer scientists |
| topic_facet | Objektdetektion Neuronale Netze Luftbilddaten Object Detection Deep Learning Aerial Imagery thema EDItEUR::U Computing and Information Technology::UY Computer science::UYA Mathematical theory of computation::UYAM Maths for computer scientists thema EDItEUR::U Computing and Information Technology::UY Computer science::UYA Mathematical theory of computation::UYAM Maths for computer scientists |
| url | ONIX_20220228_9783731511137_3 |
| work_keys_str_mv | AT wilkosommerlars deeplearningbasedvehicledetectioninaerialimagery |