Metamorphic Testing for the Validation of Deep-learning-based Object Detection Systems

被引:0
作者
Trien, Maximilian [1 ]
Kufer, Dominik [1 ]
Speth, Simon [2 ]
机构
[1] IAV GmbH, München, Germany
[2] Technische Universität München, München, Germany
关键词
D O I
10.1007/s38311-024-2004-6
中图分类号
学科分类号
摘要
引用
收藏
页码:36 / 39
相关论文
共 50 条
[21]   A Survey on Deep-Learning-Based LiDAR 3D Object Detection for Autonomous Driving [J].
Alaba, Simegnew Yihunie ;
Ball, John E. .
SENSORS, 2022, 22 (24)
[22]   Deep-Learning-Based Detection of Transmission Line Insulators [J].
Zhang, Jian ;
Xiao, Tian ;
Li, Minhang ;
Zhou, Yucai .
ENERGIES, 2023, 16 (14)
[23]   Deep-learning-based Intrusion Detection with Enhanced Preprocesses [J].
Lin, Chia-Ju ;
Huang, Yueh-Min ;
Chen, Ruey-Maw .
SENSORS AND MATERIALS, 2022, 34 (06) :2391-2401
[24]   Testing convolutional neural network based deep learning systems: a statistical metamorphic approach [J].
Rehman, Faqeer ur ;
Izurieta, Clemente .
PEERJ COMPUTER SCIENCE, 2025, 11
[25]   Testing convolutional neural network based deep learning systems: a statistical metamorphic approach [J].
Rehman, Faqeer ur ;
Izurieta, Clemente .
PeerJ Computer Science, 2025, 11
[26]   Deep-Learning-Based Vulnerability Detection in Binary Executables [J].
Schaad, Andreas ;
Binder, Dominik .
FOUNDATIONS AND PRACTICE OF SECURITY, FPS 2022, 2023, 13877 :453-460
[27]   Object Detection based on Deep Learning [J].
Dong, Junyao .
INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, VIRTUAL REALITY, AND VISUALIZATION (AIVRV 2021), 2021, 12153
[28]   The Object Detection Based on Deep Learning [J].
Tang, Cong ;
Feng, Yunsong ;
Yang, Xing ;
Zheng, Chao ;
Zhou, Yuanpu .
2017 4TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE), 2017, :723-728
[29]   A 500-Fps Pan-Tilt Tracking System With Deep-Learning-Based Object Detection [J].
Jiang, Mingjun ;
Shimasaki, Kohei ;
Hu, Shaopeng ;
Senoo, Taku ;
Ishii, Idaku .
IEEE ROBOTICS AND AUTOMATION LETTERS, 2021, 6 (02) :691-698
[30]   Fully Automated Annotation With Noise-Masked Visual Markers for Deep-Learning-Based Object Detection [J].
Kiyokawa, Takuya ;
Tomochika, Keita ;
Takamatsu, Jun ;
Ogasawara, Tsukasa .
IEEE ROBOTICS AND AUTOMATION LETTERS, 2019, 4 (02) :1972-1977