Fraunhofer-Gesellschaft

Publica

Hier finden Sie wissenschaftliche Publikationen aus den Fraunhofer-Instituten.
2018Comprehensive Analysis of Deep Learning based Vehicle Detection in Aerial Images
Sommer, L.; Schuchert, Tobias; Beyerer, Jürgen
Zeitschriftenaufsatz
2018Comprehensive Evaluation of Deep Learning based Detection Methods for Vehicle Detection in Aerial Imagery
Acatay, O.; Sommer, Lars; Schumann, Arne; Beyerer, Jürgen
Konferenzbeitrag
2018Deep learning based vehicle detection in aerial imagery
Sommer, L.
Konferenzbeitrag
2018Ensemble of Two-Stage Regression Based Detectors for Accurate Vehicle Detection in Traffic Surveillance Data
Sommer, L.; Acatay, O.; Schumann, Arne; Beyerer, Jürgen
Konferenzbeitrag
2018An image processing pipeline for long range UAV detection
Schumann, Arne; Sommer, L.; Müller, Thomas; Voth, Sascha
Konferenzbeitrag
2018Multi Feature Deconvolutional Faster R-CNN for Precise Vehicle Detection in Aerial Imagery
Sommer, L.; Schumann, A.; Schuchert, T.; Beyerer, J.
Konferenzbeitrag
2018Onthology-based Masking Loss for Improved Generalization in Remote Sensing Semantic Image Retrieval
Schumann, Arne; Sommer, L.; Vogler, M.; Beyerer, Jürgen
Konferenzbeitrag
2018Search Area Reduction Fast-RCNN for Fast Vehicle Detection in Large Aerial Imagery
Sommer, L.; Schmidt, N.; Schumann, Arne; Beyerer, Jürgen
Konferenzbeitrag
2018Semantic Labeling Based Vehicle Detection in Aerial Imagery
Nie, K.; Sommer, L.; Schumann, A.; Beyerer, J.
Konferenzbeitrag
2018Systematic evaluation of deep learning based detection frameworks for aerial imagery
Sommer, L.; Steinmann, L.; Schumann, Arne; Beyerer, Jürgen
Konferenzbeitrag
2018A systematic evaluation of recent deep learning architectures for fine-grained vehicle classification
Valev, K.; Schumann, Arne; Sommer, L.; Beyerer, Jürgen
Konferenzbeitrag
2017Deep cross-domain flying object classification for robust UAV detection
Schumann, A.; Sommer, L.; Klatte, J.; Schuchert, Tobias; Beyerer, Jürgen
Konferenzbeitrag
2017Deep learning based multi-category object detection in aerial images
Sommer, L.W.; Schuchert, Tobias; Beyerer, Jürgen
Konferenzbeitrag
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.
Konferenzbeitrag
2017Fast deep vehicle detection in aerial images
Sommer, L.W.; Schuchert, Tobias; Beyerer, Jürgen
Konferenzbeitrag
2017Flying object detection for automatic UAV recognition
Sommer, L.; Schumann, A.; Müller, Thomas; Schuchert, Tobias; Beyerer, Jürgen
Konferenzbeitrag
2017Generating Object Proposals for Vehicle Detection in Aerial Images
Sommer, L.
Konferenzbeitrag
2017Semantic labeling for improved vehicle detection in aerial imagery
Sommer, L.; Nie, K.; Schumann, A.; Schuchert, Tobias; Beyerer, Jürgen
Konferenzbeitrag
2016A comprehensive study on object proposals methods for vehicle detection in aerial images
Sommer, L.; Schuchert, Tobias; Beyerer, Jürgen
Konferenzbeitrag
2016Generating object proposals for improved object detection in aerial images
Sommer, L.; Schuchert, Tobias; Beyerer, Jürgen
Konferenzbeitrag
2016Low resolution vehicle re-identification based on appearance features for wide area motion imagery
Cormier, M.; Sommer, L.; Teutsch, Michael
Konferenzbeitrag
2016A survey on moving object detection for wide area motion imagery
Sommer, L.; Teutsch, Michael; Schuchert, Tobias; Beyerer, Jürgen
Konferenzbeitrag
2016Systematic evaluation of moving object detection methods for wide area motion imagery
Sommer, L.
Konferenzbeitrag