Remote Sensing Image Change Detection Based on Scale-Aware and Spatial Selection Hierarchical Interaction

Pan SHAO; Zongsheng GUAN; Weiqi FU; Fanyu ZENG; Zemin CHENG; Weichao SHI

doi:10.3969/j.issn.1009-8518.2024.05.009

Spacecraft Recovery & Remote Sensing, Volume. 45, Issue 5, 89(2024)

Remote Sensing Image Change Detection Based on Scale-Aware and Spatial Selection Hierarchical Interaction

Pan SHAO^1,2, Zongsheng GUAN^1,2、*, Weiqi FU³, Fanyu ZENG⁴, Zemin CHENG^1,2, and Weichao SHI^1,2

¹Hubei Key Laboratory of Intelligent Vision Monitoring for Hydroelectric Engineering, China Three Gorges University, Yichang 443002, China

²College of Computer and Information Technology, China Three Gorges University, Yichang 443002, China

³National ATR Key Laboratory, College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China

⁴School of Physics and Technology, Wuhan University, Wuhan 430072, China

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Figures & Tables(10)

Fig. 1. [in Chinese]

Fig. 2. [in Chinese]

Fig. 3. [in Chinese]

Fig. 4. [in Chinese]

Fig. 5. [in Chinese]

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Fig. 7. [in Chinese]

Fig. 8. [in Chinese]

Table 1. Accuracy indicators of change detection results from different network models %

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Table 1. Accuracy indicators of change detection results from different network models %

数据集	评价指标	网络模型
数据集	评价指标	FC-EF	FC-Conc	IFN	SNUNet	BIT	MSCANet	本文方法
WHU	Pre值	77.06	71.73	96.99	86.87	84.61	85.76	93.46
	Rec值	76.31	79.97	80.37	87.31	88.36	88.26	90.04
	F₁值	76.69	75.63	87.9	87.24	86.44	86.99	91.72
	IoU值	62.19	60.81	80.37	77.37	76.13	76.99	84.7
Google	Pre值	78	82.47	97.32	85.82	85.97	81.33	87.57
	Rec值	65.3	63.58	70.34	80.7	78.29	85.18	82.9
	F₁值	71.08	71.8	81.66	83.18	81.95	83.21	85.17
	IoU值	55.14	56.01	69.01	71.21	69.43	71.25	74.17
LEVIR	Pre值	84.92	89.86	90.11	88.54	88.89	89.39	91.92
	Rec值	82.19	84.46	87.29	88.01	87.37	89.39	89.75
	F₁值	83.53	87.08	88.68	88.27	88.12	89.39	90.82
	IoU值	71.72	77.11	79.66	79.01	78.77	80.81	83.19
GVLM	Pre值	79.47	83.88	91.33	84.73	87.22	86.78	88.39
	Rec值	78.65	77.31	81.01	88.83	85.02	85.18	87.68
	F₁值	79.06	80.46	85.86	86.59	86.11	85.97	88.03
	IoU值	65.37	67.31	75.22	76.35	75.61	75.4	78.62

Table 2. Quantitative evaluation results of ablation experiments on the WHU dataset

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Table 2. Quantitative evaluation results of ablation experiments on the WHU dataset

试验分组	SAM	SSIHM	DMSAM	Pre值/%	Rec值/%	F₁值/%	IoU值/%
消融设计1	×	√	√	91.60	89.47	90.53	82.69
消融设计2	√	×	√	92.89	88.37	90.57	82.77
消融设计3	√	√	×	92.58	89.17	90.85	83.23
本文方法	√	√	√	93.46	90.04	91.72	84.70

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Pan SHAO, Zongsheng GUAN, Weiqi FU, Fanyu ZENG, Zemin CHENG, Weichao SHI. Remote Sensing Image Change Detection Based on Scale-Aware and Spatial Selection Hierarchical Interaction[J]. Spacecraft Recovery & Remote Sensing, 2024, 45(5): 89

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Paper Information

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Received: Dec. 28, 2023

Accepted: --

Published Online: Nov. 13, 2024

The Author Email: Zongsheng GUAN (guanzongsheng@ctgu.edu.cn)

DOI:10.3969/j.issn.1009-8518.2024.05.009

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