Aircraft Remote Sensing Image Target Detection Based on Improved Mask-RCNN Algorithm

被引：0

作者：

Zhang, Peng ^{[1
]}

Zhang, Rui ^{[1
]}

机构：

[1] Chinese Flight Test Estab, Xian, Shaanxi, Peoples R China

来源：

PROCEEDINGS OF 2023 7TH INTERNATIONAL CONFERENCE ON ELECTRONIC INFORMATION TECHNOLOGY AND COMPUTER ENGINEERING, EITCE 2023 | 2023年

关键词：

Mask-RCNN; Aircraft; Remote sensing images; Target detection;

D O I：

10.1145/3650400.3650476

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

In this paper, an improved Mask-RCNN algorithm is proposed for target detection of airplanes in remote sensing images. The method introduces multi-scale feature fusion and attention mechanism to improve the accuracy and robustness of target detection. By conducting experiments on DOTA dataset and comparing with other similar algorithms, the experimental results show that the algorithm achieves an average detection accuracy of 91.22% with a small number of additional parameters and an FPS of 22.56. This indicates that the improved Mask-RCNN algorithm has excellent performance and generalization ability for aircraft detection in remote sensing images.

引用

页码：464 / 469

页数：6

共 50 条

[41] Instance Segmentation for Large, Multi-Channel Remote Sensing Imagery Using Mask-RCNN and a Mosaicking Approach
Carvalho, Osmar Luiz Ferreira de
de Carvalho Junior, Osmar Abilio
Albuquerque, Anesmar Olino de
Bem, Pablo Pozzobon de
Silva, Cristiano Rosa
Ferreira, Pedro Henrique Guimaraes
Moura, Rebeca dos Santos de
Gomes, Roberto Arnaldo Trancoso
Guimaraes, Renato Fontes
Borges, Dibio Leandro
[J]. REMOTE SENSING, 2021, 13 (01) : 1 - 24
[42] Instance-Based Segmentation for Boundary Detection of Neuropathic Ulcers Through Mask-RCNN
Gamage, H. V. L. C.
Wijesinghe, W. O. K. I. S.
Perera, Indika
[J]. ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING - ICANN 2019: WORKSHOP AND SPECIAL SESSIONS, 2019, 11731 : 511 - 522
[43] Mask-RCNN Based People Detection Using A Top-View Fisheye Camera
Wang, Tsaipei
Hsieh, Yun-Yi
Wong, Fong-Wen
Chen, Yi-Fu
[J]. 2019 INTERNATIONAL CONFERENCE ON TECHNOLOGIES AND APPLICATIONS OF ARTIFICIAL INTELLIGENCE (TAAI), 2019,
[44] AUTOMATED BOLUS DETECTION IN VIDEOFLUOROSCOPIC IMAGES OF SWALLOWING USING MASK-RCNN
Caliskan, Handenur
Mahoney, Amanda S.
Coyle, James L.
Sejdic, Ervin
[J]. 42ND ANNUAL INTERNATIONAL CONFERENCES OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY: ENABLING INNOVATIVE TECHNOLOGIES FOR GLOBAL HEALTHCARE EMBC'20, 2020, : 2173 - 2177
[45] UAV Sensing-Based Litchi Segmentation Using Modified Mask-RCNN for Precision Agriculture
Deka, Bhabesh
Chakraborty, Debarun
[J]. IEEE Transactions on AgriFood Electronics, 2024, 2 (02): : 509 - 517
[46] Optimized Mask-RCNN model for particle chain segmentation based on improved online ferrograph sensor
Shuo Wang
Miao Wan
Tonghai Wu
Zichen Bai
Kunpeng Wang
[J]. Friction, 2024, 12 : 1194 - 1213
[47] Narrow gap deviation detection in Keyhole TIG welding using image processing method based on Mask-RCNN model
Yunke Chen
Yonghua Shi
Yanxin Cui
Xiyin Chen
[J]. The International Journal of Advanced Manufacturing Technology, 2021, 112 : 2015 - 2025
[48] Remote Sensing Image Object Detection Algorithm with Improved YOLOX
Liang, Yan
Rao, Xingchen
[J]. Computer Engineering and Applications, 60 (12): : 181 - 188
[49] Narrow gap deviation detection in Keyhole TIG welding using image processing method based on Mask-RCNN model
Chen, Yunke
Shi, Yonghua
Cui, Yanxin
Chen, Xiyin
[J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2021, 112 (7-8): : 2015 - 2025
[50] Target detection based on remote sensing image fusion
[J]. 2001, Journal of Pattern Recognition and Artificial Intelligence (14):

← 1 2 3 4 5 →