Fraunhofer-Gesellschaft

Publica

Hier finden Sie wissenschaftliche Publikationen aus den Fraunhofer-Instituten.
2021Deep learning based person search in aerial imagery
Sommer, Lars; Specker, Andreas; Schumann, Arne
Conference Paper
2021Deep learning based UAV type classification
Sommer, Lars; Schumann, Arne
Conference Paper
2021Drone vs. Bird Detection: Deep Learning Algorithms and Results from a Grand Challenge
Coluccia, Angelo; Fascista, Alessio; Schumann, Arne; Sommer, Lars; Dimou, Anastasios T.; Zarpalas, Dimitrios; Mendez, Miguel; Iglesia, David de la; Gonzalez, Iago; Mercier, Jean Philippe; Gagne, Guillaume; Mitra, Arka; Rajashekar, Shobha
Journal Article
2021Exploitation of data augmentation strategies for improved UAV detection
Freudenmann, Lucas; Sommer, Lars; Schumann, Arne
Conference Paper
2021Fast Pedestrian Detection for Real-World Crowded Scenarios on Embedded GPU
Cormier, Mickael; Wolf, Stefan; Sommer, Lars; Schumann, Arne; Beyerer, Jürgen
Conference Paper
2021FastAER Det: Fast Aerial Embedded Real-Time Detection
Wolf, Stefan; Sommer, Lars; Schumann, Arne
Journal Article
2021A study of person re-identification design characteristics for aerial data
Moritz, Lennart; Specker, Andreas; Schumann, Arne
Conference Paper
2021Using temporal information for improved UAV type classification
Sommer, Lars; Schumann, Arne
Conference Paper
2020A comprehensive analysis of modern object detection methods for maritime vessel detection
Spraul, Raphael; Sommer, Lars; Schumann, Arne
Conference Paper
2020An Evaluation of Design Choices for Pedestrian Attribute Recognition in Video
Specker, Andreas; Schumann, Arne; Beyerer, Jürgen
Conference Paper
2020Large Scale Vehicle Re-Identification by Knowledge Transfer from Simulated Data and Temporal Attention
Eckstein, Viktor; Schumann, Arne; Specker, Andreas
Conference Paper
2020The MTA Dataset for Multi Target Multi Camera Pedestrian Tracking by Weighted Distance Aggregation
Köhl, Philipp; Specker, Andreas; Schumann, Arne; Beyerer, Jürgen
Conference Paper
2020A multitask model for person re-identification and attribute recognition using semantic regions
Specker, Andreas; Schumann, Arne; Beyerer, Jürgen
Conference Paper
2020UnrealGT: Using Unreal Engine to Generate Ground Truth Datasets
Pollok, Thomas; Junglas, Lorenz; Ruf, Boitumelo; Schumann, Arne
Conference Paper
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
2019Human Pose Estimation for Real-World Crowded Scenarios
Golda, Thomas; Kalb, Tobias M.; Schumann, Arne; Beyerer, Jürgen
Conference Paper
2019An Interactive Framework for Cross-modal Attribute-based Person Retrieval
Specker, Andreas; Schumann, Arne; Beyerer, Jürgen
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
2018Adapted deep feature fusion for person re-identification in aerial images
Schumann, Arne; Metzler, Jürgen
Conference Paper
2018Attribute-based Person Retrieval and Search in Video Sequences
Schumann, Arne; Specker, Andreas; Beyerer, Jürgen
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
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
2018A Pose-Sensitive Embedding for Person Re-identification with Expanded Cross Neighborhood Re-ranking
Sarfraz, Saquib; Schumann, Arne; Eberle, Andreas; Stiefelhagen, Rainer
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 view-sensitive pedestrian attribute inference in an end-to-end model
Sarfraz, M.S.; Schumann, Arne; Wang, Y.; Stiefelhagen, R.
Preprint
2014A soft-biometrics dataset for person tracking and re-identification
Schumann, Arne; Monari, Eduardo
Conference Paper
2011Towards people re-identification in multi-camera surveillance systems
Monari, Eduardo; Arens, Michael; Jüngling, Kai; Schuchert, Tobias; Schumann, Arne; Stiefelhagen, Rainer
Conference Paper