---
_id: '4097'
abstract:
- lang: eng
text: The capabilities of object detection are well known, but many projects don’t
use them, despite potential benefit. Even though the use of object detection algorithms
is facilitated through frameworks and publications, a big issue is the creation
of the necessary training data. To tackle this issue, this work shows the design
and evaluation of a prototype, which allows users to create synthetic datasets
for object detection in images. The prototype is evaluated using YOLOv3 as the
underlying detector and shows that the generated datasets are equally good in
quality as manually created data. This encourages a wide adoption of object detection
algorithms in different areas, since image creation and labeling is often the
most time consuming step.
author:
- first_name: Andreas
full_name: Besginow, Andreas
id: '61743'
last_name: Besginow
- first_name: Sebastian
full_name: Büttner, Sebastian
id: '61868'
last_name: Büttner
- first_name: Carsten
full_name: Röcker, Carsten
id: '61525'
last_name: Röcker
citation:
ama: 'Besginow A, Büttner S, Röcker C. Making Object Detection Available to Everyone
- A Hardware Prototype for Semi-automatic Synthetic Data Generation. In: 22nd
International Conference on Human-Computer Interaction. Vol 12203. Lecture
Notes in Computer Science . Springer; 2020:178-192. doi:https://doi.org/10.1007/978-3-030-50344-4_14'
apa: Besginow, A., Büttner, S., & Röcker, C. (2020). Making Object Detection
Available to Everyone - A Hardware Prototype for Semi-automatic Synthetic Data
Generation. 22nd International Conference on Human-Computer Interaction,
12203, 178–192. https://doi.org/10.1007/978-3-030-50344-4_14
bjps: 'Besginow A, Büttner S and Röcker C (2020) Making Object Detection
Available to Everyone - A Hardware Prototype for Semi-Automatic Synthetic Data
Generation. 22nd International Conference on Human-Computer Interaction,
vol. 12203. Berlin: Springer, pp. 178–192.'
chicago: 'Besginow, Andreas, Sebastian Büttner, and Carsten Röcker. “Making Object
Detection Available to Everyone - A Hardware Prototype for Semi-Automatic Synthetic
Data Generation.” In 22nd International Conference on Human-Computer Interaction,
12203:178–92. Lecture Notes in Computer Science . Berlin: Springer, 2020. https://doi.org/10.1007/978-3-030-50344-4_14.'
chicago-de: 'Besginow, Andreas, Sebastian Büttner und Carsten Röcker. 2020. Making
Object Detection Available to Everyone - A Hardware Prototype for Semi-automatic
Synthetic Data Generation. In: 22nd International Conference on Human-Computer
Interaction, 12203:178–192. Lecture Notes in Computer Science . Berlin: Springer.
doi:https://doi.org/10.1007/978-3-030-50344-4_14,
.'
din1505-2-1: 'Besginow, Andreas ;
Büttner, Sebastian ; Röcker,
Carsten: Making Object Detection Available to Everyone - A Hardware Prototype
for Semi-automatic Synthetic Data Generation. In: 22nd International Conference
on Human-Computer Interaction, Lecture Notes in Computer Science .
Bd. 12203. Berlin : Springer, 2020, S. 178–192'
havard: 'A. Besginow, S. Büttner, C. Röcker, Making Object Detection Available to
Everyone - A Hardware Prototype for Semi-automatic Synthetic Data Generation,
in: 22nd International Conference on Human-Computer Interaction, Springer, Berlin,
2020: pp. 178–192.'
ieee: 'A. Besginow, S. Büttner, and C. Röcker, “Making Object Detection Available
to Everyone - A Hardware Prototype for Semi-automatic Synthetic Data Generation,”
in 22nd International Conference on Human-Computer Interaction, Copenhagen,
Denmark, 2020, vol. 12203, pp. 178–192. doi: https://doi.org/10.1007/978-3-030-50344-4_14.'
mla: Besginow, Andreas, et al. “Making Object Detection Available to Everyone -
A Hardware Prototype for Semi-Automatic Synthetic Data Generation.” 22nd International
Conference on Human-Computer Interaction, vol. 12203, Springer, 2020, pp.
178–92, https://doi.org/10.1007/978-3-030-50344-4_14.
short: 'A. Besginow, S. Büttner, C. Röcker, in: 22nd International Conference on
Human-Computer Interaction, Springer, Berlin, 2020, pp. 178–192.'
ufg: 'Besginow, Andreas/Büttner, Sebastian/Röcker, Carsten: Making Object
Detection Available to Everyone - A Hardware Prototype for Semi-automatic Synthetic
Data Generation, in: o. Hg.: 22nd International Conference on Human-Computer Interaction,
Bd. 12203, Berlin 2020 (Lecture Notes in Computer Science ), S. 178–192.'
van: 'Besginow A, Büttner S, Röcker C. Making Object Detection Available to Everyone
- A Hardware Prototype for Semi-automatic Synthetic Data Generation. In: 22nd
International Conference on Human-Computer Interaction. Berlin: Springer; 2020.
p. 178–92. (Lecture Notes in Computer Science ; vol. 12203).'
conference:
end_date: 2020-07-24
location: Copenhagen, Denmark
name: 22nd International Conference on Human-Computer Interaction
start_date: 2020-07-19
date_created: 2020-11-26T14:10:04Z
date_updated: 2025-06-26T13:28:35Z
department:
- _id: DEP5023
doi: https://doi.org/10.1007/978-3-030-50344-4_14
intvolume: ' 12203'
keyword:
- Object detection
- Synthetic datasets
- Machine learning
- Deep learning
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://link.springer.com/chapter/10.1007/978-3-030-50344-4_14
oa: '1'
page: 178-192
place: Berlin
publication: 22nd International Conference on Human-Computer Interaction
publication_identifier:
eisbn:
- 978-3-030-50344-4
isbn:
- 978-3-030-50343-7
publication_status: published
publisher: Springer
series_title: 'Lecture Notes in Computer Science '
status: public
title: Making Object Detection Available to Everyone - A Hardware Prototype for Semi-automatic
Synthetic Data Generation
type: conference
user_id: '83781'
volume: 12203
year: '2020'
...