Arne Schumann

Fraunhofer Institute of Optronics, System Technologies and Image Exploitation — Germany

Computer Science · Physical Sciences

24h-index3.0kcitations75works4.42yr avg
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Research Topics

Video Surveillance and Tracking Methods(52), Advanced Neural Network Applications(39), Human Pose and Action Recognition(20), Advanced Image and Video Retrieval Techniques(12), Robotics and Sensor-Based Localization(11)

Publications75 total

SABSE: Segmentation-Assisted Baseline Shapley Values
Lecture notes in computer science·2026
The Drone-vs-Bird Detection Grand Challenge at IJCNN 2025
2025
Ethical Considerations for the Military Use of Artificial Intelligence in Visual Reconnaissance
arXiv (Cornell University)·2025Open Access
Part-aided military vehicle detection
2024
The Drone-vs-Bird Detection Grand Challenge at ICASSP 2023: A Review of Methods and Results
IEEE Open Journal of Signal Processing·2024· 22 citedOpen Access
Drone-vs-Bird Detection Grand Challenge at ICASSP2023
2023· 6 cited
Few-Shot Supervised Prototype Alignment for Pedestrian Detection on Fisheye Images
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)·2022· 4 cited
Drone-vs-Bird Detection Challenge at ICIAP 2021
Lecture notes in computer science·2022· 11 cited
Drone-vs-Bird Detection Challenge at IEEE AVSS2021
2021· 68 cited
Using temporal information for improved UAV type classification
2021· 4 cited
Hardness Prediction for More Reliable Attribute-based Person Re-identification
2021· 6 cited
FastAER Det: Fast Aerial Embedded Real-Time Detection
Remote Sensing·2021· 6 citedOpen Access
Fast Pedestrian Detection for Real-World Crowded Scenarios on Embedded GPU
2021· 7 cited
Drone vs. Bird Detection: Deep Learning Algorithms and Results from a Grand Challenge
Sensors·2021· 129 citedOpen Access
Exploitation of data augmentation strategies for improved UAV detection
2021· 3 cited
A study of person re-identification design characteristics for aerial data
2021· 9 cited
Deep learning based UAV type classification
2021· 5 cited
Deep learning based person search in aerial imagery
2021· 4 cited
An Evaluation Of Design Choices For Pedestrian Attribute Recognition In Video
2020· 9 cited
A comprehensive analysis of modern object detection methods for maritime vessel detection
Fraunhofer-Publica (Fraunhofer-Gesellschaft)·2020· 8 cited
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Frequent Co-authors

Lars Sommer(30), Jürgen Beyerer(18), Rainer Stiefelhagen(8), Angelo Coluccia(7), Andreas Specker(7), Dawei Du(6), Alessio Fascista(6), Dimitrios Zarpalas(6), Tobias Schuchert(6), Pengfei Zhu(5), Longyin Wen(5), Qinghua Hu(5), Oliver Acatay(5), M. Saquib Sarfraz(4), Haibin Ling(4), Nabin Sharma(4), Heqian Qiu(3), Hongliang Li(3), Jingkai Zhou(3), Qiong Liu(3)