Fraunhofer-Gesellschaft

Publica

Hier finden Sie wissenschaftliche Publikationen aus den Fraunhofer-Instituten.
2020A comprehensive analysis of modern object detection methods for maritime vessel detection
Spraul, Raphael; Sommer, Lars; Schumann, Arne
Conference Paper
2019Comprehensive Analysis of Deep Learning-based Vehicle Detection in Aerial Images
Sommer, L.; Schuchert, Tobias; Beyerer, Jürgen
Journal Article
2019Drone-vs-bird detection challenge at IEEE AVSS 2019
Coluccia, A.; Fascista, A.; Schumann, Arne; Sommer, Lars; Ghenescu, M.; Piatrik, T.; Cubber, G. de; Nalamati, M.; Kapoor, A.; Saqib, M.; Sharma, N.; Blumenstein, M.; Magoulianitis, V.; Ataloglou, D.; Dimou, A.; Zarpalas, D.; Daras, P.; Craye, C.; Ardjoune, S.; Iglesia, D. de la; Mendez, M.; Dosil, R.; Gonzalez, I.
Conference Paper
2019SkyScapes ­Fine-Grained Semantic Understanding of Aerial Scenes
Azimi, Seyed M.; Henry, Crentin; Sommer, Lars; Schumann, Arne; Vig, Eleonora
Conference Paper
2019UAV-Net: A Fast Aerial Vehicle Detector for Mobile Platforms
Ringwald, Tobias; Sommer, Lars; Schumann, Arne; Beyerer, Jürgen; Stiefelhagen, Rainer
Conference Paper
2019VisDrone-DET2018: The vision meets drone object detection in image challenge results
Zhu, P.; Wen, L.; Du, D.; Bian, X.; Ling, H.; Hu, Q.; Nie, Q.; Cheng, H.; Liu, C.; Liu, X.; Ma, W.; Wu, H.; Wang, L.; Schumann, Arne; Brown, C.; Qian, C.; Li, C.; Li, D.; Michail, E.; Zhang, F.; Sommer, L.; Acatay, O. et al.
Conference Paper
2019VisDrone-DET2019: The Vision Meets Drone Object Detection in Image Challenge Results
Du, Dawei; Schumann, Arne; Sommer, Lars; Steinmann, Lucas; Meier, Jonas et al.
Conference Paper
2018Comprehensive Evaluation of Deep Learning based Detection Methods for Vehicle Detection in Aerial Imagery
Acatay, O.; Sommer, Lars; Schumann, Arne; Beyerer, Jürgen
Conference Paper
2018Deep learning based vehicle detection in aerial imagery
Sommer, L.
Conference Paper
2018Ensemble of Two-Stage Regression Based Detectors for Accurate Vehicle Detection in Traffic Surveillance Data
Sommer, L.; Acatay, O.; Schumann, Arne; Beyerer, Jürgen
Conference Paper
2018An image processing pipeline for long range UAV detection
Schumann, Arne; Sommer, L.; Müller, Thomas; Voth, Sascha
Conference Paper
2018Multi Feature Deconvolutional Faster R-CNN for Precise Vehicle Detection in Aerial Imagery
Sommer, Lars; Schumann, Arne; Schuchert, Tobias; Beyerer, Jürgen
Conference Paper
2018Onthology-based Masking Loss for Improved Generalization in Remote Sensing Semantic Image Retrieval
Schumann, Arne; Sommer, L.; Vogler, M.; Beyerer, Jürgen
Conference Paper
2018Search Area Reduction Fast-RCNN for Fast Vehicle Detection in Large Aerial Imagery
Sommer, L.; Schmidt, N.; Schumann, Arne; Beyerer, Jürgen
Conference Paper
2018Semantic Labeling Based Vehicle Detection in Aerial Imagery
Nie, Kun; Sommer, Lars; Schumann, Arne; Beyerer, Jürgen
Conference Paper
2018Systematic evaluation of deep learning based detection frameworks for aerial imagery
Sommer, L.; Steinmann, L.; Schumann, Arne; Beyerer, Jürgen
Conference Paper
2018A systematic evaluation of recent deep learning architectures for fine-grained vehicle classification
Valev, K.; Schumann, Arne; Sommer, L.; Beyerer, Jürgen
Conference Paper
2018UA-DETRAC 2018: Report of AVSS2018 & IWT4S Challenge on Advanced Traffic Monitoring
Lyu, Siwei; Chang, Ming-Ching; Du, Dawei; Li, Wenbo; Wei, Yi; Coco, Marco Del; Carcagni, Pierluigi; Schumann, Arne; Munjal, Bharti; Dang, Dinh-Quoc-Trung; Choi, Doo-Hyun; Bochinski, Erik; Galasso, Fabio; Bunyak, Filiz; Seetharaman, Guna; Baek, Jang-Woon; Lee, Jong Taek; Palaniappan, Kannappan; Lim, Kil-Taek; Moon, Kiyoung; Kim, Kwang-Ju; Sommer, Lars; Brandlmaier, Meltem; Kang, Min-Sung; Jeon, Moongu; Al-Shakarji, Noor M.; Acatay, Oliver; Kim, Pyong-Kun; Amin, Sikandar; Sikora, Thomas; Dinh, Tien; Senst, Tobias; Che, Vu-Gia-Hy; Lim, Young-Chul; Song, Young-Min; Chung, Yun-Su
Conference Paper
2017Deep cross-domain flying object classification for robust UAV detection
Schumann, A.; Sommer, L.; Klatte, J.; Schuchert, Tobias; Beyerer, Jürgen
Conference Paper
2017Deep learning based multi-category object detection in aerial images
Sommer, L.W.; Schuchert, Tobias; Beyerer, Jürgen
Conference Paper
2017Drone-vs-Bird detection challenge at IEEE AVSS2017
Coluccia, A.; Ghenescu, M.; Piatrik, T.; Cubber, G. de; Schumann, A.; Sommer, L.; Klatte, J.; Schuchert, Tobias; Beyerer, Jürgen; Farhadi, M.; Amandi, R.; Aker, C.; Kalkan, S.; Saqib, M.; Sharma, N.; Daud, S.; Makkah, K.; Blumenstein, M.
Conference Paper
2017Fast deep vehicle detection in aerial images
Sommer, L.W.; Schuchert, Tobias; Beyerer, Jürgen
Conference Paper
2017Flying object detection for automatic UAV recognition
Sommer, L.; Schumann, A.; Müller, Thomas; Schuchert, Tobias; Beyerer, Jürgen
Conference Paper
2017Generating Object Proposals for Vehicle Detection in Aerial Images
Sommer, L.
Conference Paper
2017Semantic labeling for improved vehicle detection in aerial imagery
Sommer, L.; Nie, K.; Schumann, A.; Schuchert, Tobias; Beyerer, Jürgen
Conference Paper
2016A comprehensive study on object proposals methods for vehicle detection in aerial images
Sommer, L.; Schuchert, Tobias; Beyerer, Jürgen
Conference Paper
2016Generating object proposals for improved object detection in aerial images
Sommer, L.; Schuchert, Tobias; Beyerer, Jürgen
Conference Paper
2016Low resolution vehicle re-identification based on appearance features for wide area motion imagery
Cormier, M.; Sommer, L.; Teutsch, Michael
Conference Paper
2016A survey on moving object detection for wide area motion imagery
Sommer, L.; Teutsch, Michael; Schuchert, Tobias; Beyerer, Jürgen
Conference Paper
2016Systematic evaluation of moving object detection methods for wide area motion imagery
Sommer, L.
Conference Paper