Literaturverzeichnis

Sab22

Dan Sabbagh. Us and uk intelligence warnings vindicated by russian invasion. https://www.theguardian.com/us-news/2022/feb/24/us-uk-intelligence-russian-invasion-ukraine, 2022. Accessed: 2022-11-09.

LMMA22

Tim Lister, Paul P. Murphy, Gianluca Mezzofiore, and Celine Alkhaldi. The 40-mile-long russian convoy near kyiv has moved. here's what it means for the ukrainian capital. https://edition.cnn.com/2022/03/11/europe/kyiv-russian-convoy-intl/index.html, mar 2022. Accessed: 2022-11-09.

Spacecom22

Space.com. Russia's invasion of ukraine as seen in satellite photos. https://www.space.com/russia-ukraine-invasion-satellite-photos, apr 2022. Accessed: 2022-11-09.

Mor22

Ryan Morgan. Russia building massive arctic military bases, satellite images show. https://americanmilitarynews.com/2021/04/russia-building-massive-arctic-military-bases-satellite-images-show, apr 2022. Accessed: 2022-11-09.

Yeo21

Mike Yeo. Satellite images reveal chinese expansion of submarine base. https://www.defensenews.com/naval/2022/09/21/satellite-images-reveal-chinese-expansion-of-submarine-base, sep 2021. Accessed: 2022-11-09.

AirbusOneAtlas

Airbus OneAtlas. Defence site monitoring. https://oneatlas.airbus.com/service/defence-site-monitoring. Accessed: 2022-11-09.

AirbusDSYoutubekanal21

Airbus Defence & Space - Youtubekanal. Oneatlas: defence site monitoring. https://www.youtube.com/watch?v=nCJffElsOsc, 2021. Accessed: 2022-11-09.

XBD+18

Gui-Song Xia, Xiang Bai, Jian Ding, Zhen Zhu, Serge Belongie, Jiebo Luo, Mihai Datcu, Marcello Pelillo, and Liangpei Zhang. Dota: a large-scale dataset for object detection in aerial images. In The IEEE Conference on Computer Vision and Pattern Recognition (CVPR). jun 2018.

Aky21

Fatih Cagatay Akyon. Sahi: a vision library for large-scale object detection & instance segmentation. https://medium.com/codable/sahi-a-vision-library-for-performing-sliced-inference-on-large-images-small-objects-c8b086af3b80, jan 2021. Accessed: 2022-11-09.

Joc22a

Glenn Jocher. Github yolov5 - train custom data. https://github.com/ultralytics/yolov5/wiki/Train-Custom-Data, sep 2022. Accessed: 2022-11-09.

Joc22b

Glenn Jocher. Github yolov5 - bottleneck in c3 - comment in issue 6930. https://github.com/ultralytics/yolov5/issues/6930#issuecomment-1063930109, mar 2022. Accessed: 2022-11-09.

Joc21a

Glenn Jocher. Github yolov5 - add sppf layer - issue 4420. https://github.com/ultralytics/yolov5/pull/4420, apr 2021. Accessed: 2022-11-09.

DU22

Thomas Doll and Ugur Uysal. Die intelligente sensor-effektor-kette – künstliche intelligenz als treiber der automatisierung. Europäische Sicherheit & Technik, pages 72–74, 2022.

Joc21b

Glenn Jocher. Github yolov5 - comment on issue 1921. https://github.com/ultralytics/yolov5/issues/1921#issuecomment-759586444, jan 2021. Accessed: 2022-11-09.

LihiGArie22

Lihi Gur Arie. The practical guide for object detection with yolov5 algorithm. https://towardsdatascience.com/the-practical-guide-for-object-detection-with-yolov5-algorithm-74c04aac4843, mar 2022. Accessed: 2022-11-09.

hastyai22

hasty.ai. Bounding box regression loss. https://hasty.ai/docs/mp-wiki/loss/bounding-box-regression-loss, oct 2022. Accessed: 2022-11-09.

Koe20

Kiprono Elijah Koech. Confusion matrix for object detection. https://towardsdatascience.com/confusion-matrix-and-object-detection-f0cbcb634157, jul 2020. Accessed: 2022-11-09.

Bha22

Bharathi. Confusion matrix for multi-class classification. https://www.analyticsvidhya.com/blog/2021/06/confusion-matrix-for-multi-class-classification/, jun 2022. Accessed: 2022-11-09.

Userrbavery21

User rbavery. Github yolov5 - improving confusion matrix interpretability - issue 2071. https://github.com/ultralytics/yolov5/issues/2071, jan 2021. Accessed: 2022-11-09.

Yap21

Sean Yap. Mask detection using yolov5. https://towardsdatascience.com/mask-detection-using-yolov5-ae40979227a6, aug 2021. Accessed: 2022-11-09.

Joc22c

Glenn Jocher. Github yolov5 - large image small object - comment on issue 4521. https://github.com/ultralytics/yolov5/issues/4521#issuecomment-1031684996, feb 2022. Accessed: 2022-11-09.

Joc22d

Glenn Jocher. Github yolov5 - tips for best training results. https://github.com/ultralytics/yolov5/wiki/Tips-for-Best-Training-Results, may 2022. Accessed: 2022-11-09.

Nes21

Rostyslav Neskorozhenyi. Yolo dataset tiling script. https://github.com/slanj/yolo-tiling, mar 2021. Accessed: 2022-11-09.

Riz20

Usman Rizwan. How to rotate yolo bounding boxes in 2d? https://github.com/usmanr149/Yolo_bbox_manipulation, apr 2020. Accessed: 2022-11-09.

Sol20

Jacob Solawetz. Small object detection guide. https://blog.roboflow.com/detect-small-objects/, aug 2020. Accessed: 2022-11-09.

Joc20

Glenn Jocher. Github yolov5 - hyperparameter evolution. https://github.com/ultralytics/yolov5/issues/607, aug 2020. Accessed: 2022-11-09.

UsernameAliFlux20

Username AliFlux. Maptilesdownloader. https://github.com/AliFlux/MapTilesDownloader, apr 2020. Accessed: 2022-11-09.

ACA+21

Fatih Cagatay Akyon, Cemil Cengiz, Sinan Onur Altinuc, Devrim Cavusoglu, Kadir Sahin, and Ogulcan Eryuksel. Sahi: a lightweight vision library for performing large scale object detection and instance segmentation. nov 2021. URL: https://doi.org/10.5281/zenodo.5718950, doi:10.5281/zenodo.5718950.

dpa22

dpa. Bericht: ukraine täuscht russisches militär mit attrappen. https://www.msn.com/de-de/nachrichten/politik/bericht-ukraine-täuscht-russisches-militär-mit-attrappen/ar-AA11gLML, aug 2022. Accessed: 2022-11-09.

saabcom22

saab.com. Barracuda coolcam. https://www.saab.com/products/coolcam, 2022. Accessed: 2022-11-09.