Incremental SAR Automatic Target Recognition With Error Correction and High Plasticity

• Published in: IEEE journal of selected topics in applied earth observations and remote sensing Vol. 15; pp. 1327 - 1339
• Main Authors: Tang, Jiaxin, Xiang, Deliang, Zhang, Fan, Ma, Fei, Zhou, Yongsheng, Li, HengChao
• Format: Journal Article
• Language: English
• Published: Piscataway IEEE 2022; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Automatic target recognition; Automatic target recognition (ATR); Computational modeling; Data models; Deep learning; Degradation; Distribution; Error correction; Error correction & detection; incremental learning; Machine learning; Methods; Plastic properties; Plasticity; SAR (radar); Storage; Synthetic aperture radar; synthetic aperture radar (SAR); Target recognition; Task analysis; Training; Training data

Synthetic aperture radar automatic target recognition (SAR ATR) uses computer processing capabilities to infer the classes of the targets without human intervention. For SAR ATR, deep learning gradually emerges as a powerful tool and achieves promising performance. However, it faces serious challeng...