Open-world recognition in remote sensing: Concepts, challenges, and opportunities
In recent years, remote sensing recognition technology has found extensive applications in
diverse fields, such as modern agriculture, forest management, urban planning, natural …
diverse fields, such as modern agriculture, forest management, urban planning, natural …
LIME-assisted automatic target recognition with SAR images: Toward incremental learning and explainability
Integrating an automatic target recognition (ATR) system into real-world applications
presents a challenge as it may frequently encounter new samples from unseen classes. To …
presents a challenge as it may frequently encounter new samples from unseen classes. To …
Let model keep evolving: Incremental learning for encrypted traffic classification
Abstract Encrypted Traffic Classification (ETC) is valuable for many network management
and security solutions as it provides insights into applications active on the network …
and security solutions as it provides insights into applications active on the network …
[HTML][HTML] Open-set recognition model for SAR target based on capsule network with the KLD
Synthetic aperture radar (SAR) automatic target recognition (ATR) technology has seen
significant advancements. Despite these advancements, the majority of research still …
significant advancements. Despite these advancements, the majority of research still …
Multimodal discriminative feature learning for SAR ATR: A fusion framework of phase history, scattering topology, and image
Deep learning has emerged as the dominant paradigm for synthetic aperture radar (SAR)
automatic target recognition (ATR), which induces discriminative visual features from target …
automatic target recognition (ATR), which induces discriminative visual features from target …
A Threshold Insensitive Open Set Recognition Scheme for UAV Targets based on HRRP
S Tao, M Mei, J Luo, L Yan… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In the field of radar target recognition, open set recognition can be used to solve non-
cooperative target recognition. The main difficulty of open set recognition is finding a closed …
cooperative target recognition. The main difficulty of open set recognition is finding a closed …
Credible Recognition of Radar Images: Interpretability Metric and Classification Score
Automatic target recognition (ATR) is one of the most demanding applications of synthetic
aperture radar (SAR) in the field of radar reconnaissance and surveillance. Convolutional …
aperture radar (SAR) in the field of radar reconnaissance and surveillance. Convolutional …
Open set target recognition based on multi-task compressed sensing using multi-view high range resolution profiles
H Zhang, S Liu, S Teng, S Qu, J Deng, Z Yu - IET Conference Proceedings …, 2023 - IET
This paper focuses on a specific application for a target recognition system. That is, the
system input may be out-of-library from an unknown category and multiple observations can …
system input may be out-of-library from an unknown category and multiple observations can …
OpenMax-CCO: An Open Set Recognition Algorithm for Radar Emitter Signal Based on OpenMax Class Center Optimization
J Yang, J Zhu, W Zhu - Proceedings of the 2023 6th International …, 2023 - dl.acm.org
Aiming at the problem that most radar emitter signal recognition methods cannot recognize
unknown signals, this paper proposes an OpenMax-class center optimization (CCO) …
unknown signals, this paper proposes an OpenMax-class center optimization (CCO) …