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...
Saved in:
| Superior document: | Karlsruher Schriften zur Anthropomatik |
|---|---|
| : | |
| Year of Publication: | 2022 |
| Language: | English |
| Series: | Karlsruher Schriften zur Anthropomatik
|
| Physical Description: | 1 electronic resource (276 p.) |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| LEADER | 01577nam-a2200361z--4500 | ||
|---|---|---|---|
| 001 | 993544685804498 | ||
| 005 | 20231214133236.0 | ||
| 006 | m o d | ||
| 007 | cr|mn|---annan | ||
| 008 | 202203s2022 xx |||||o ||| 0|eng d | ||
| 020 | |a 1000135415 | ||
| 035 | |a (CKB)5670000000208450 | ||
| 035 | |a (oapen)https://directory.doabooks.org/handle/20.500.12854/78910 | ||
| 035 | |a (EXLCZ)995670000000208450 | ||
| 041 | 0 | |a eng | |
| 100 | 1 | |a Wilko Sommer, Lars |4 auth | |
| 245 | 1 | 0 | |a Deep Learning based Vehicle Detection in Aerial Imagery |
| 260 | |a Karlsruhe |b KIT Scientific Publishing |c 2022 | ||
| 300 | |a 1 electronic resource (276 p.) | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 490 | 1 | |a Karlsruher Schriften zur Anthropomatik | |
| 520 | |a 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. | ||
| 546 | |a English | ||
| 650 | 7 | |a Maths for computer scientists |2 bicssc | |
| 653 | |a Objektdetektion | ||
| 653 | |a Neuronale Netze | ||
| 653 | |a Luftbilddaten | ||
| 653 | |a Object Detection | ||
| 653 | |a Deep Learning | ||
| 653 | |a Aerial Imagery | ||
| 776 | |z 3-7315-1113-4 | ||
| 906 | |a BOOK | ||
| ADM | |b 2023-12-15 05:47:32 Europe/Vienna |f system |c marc21 |a 2022-03-12 21:56:20 Europe/Vienna |g false | ||
| AVE | |i DOAB Directory of Open Access Books |P DOAB Directory of Open Access Books |x https://eu02.alma.exlibrisgroup.com/view/uresolver/43ACC_OEAW/openurl?u.ignore_date_coverage=true&portfolio_pid=5337678260004498&Force_direct=true |Z 5337678260004498 |b Available |8 5337678260004498 | ||