Remote Sensing Image Target Detection based on Local Adaptive Feature Weighting Algorithm

Table 1. Table 1Ablation Experiment of improved algorithms
View table
View in Article
Table 1. Table 1Ablation Experiment of improved algorithms
基线算法 GAM LAFW P/% R/% mAP@0.5/% mAP@0.5:0.95/%
√ × × 74.86 66.95 69.67 43.37
√ √ × 74.47 67.23 69.56 44.57
√ × √ 76.72 67.56 70.20 44.51
√ √ √ 79.23 67.88 72.33 45.20

Table 2. Table 2Comparison of models in DOTA dataset

View table

View in Article

Table 2. Table 2Comparison of models in DOTA dataset

方法	BB	PL	BD	BR	GTF	SV	LV	SH	TC	BC	ST	SBF	RA	HA	SP	HC	mAP
单尺度训练
TOSO	R-101	80.17	65.59	39.82	39.82	49.71	65.01	53.58	81.45	44.66	78.51	48.85	56.73	64.4	64.25	36.75	60.50
PIoU	DLA34	80.90	69.70	24.10	60.20	38.30	64.40	64.80	90.90	77.20	70.40	46.50	37.10	57.10	61.90	64.00	68.65
模型1	C3	91.40	72.22	48.20	62.59	67.30	85.00	86.90	92.91	58.10	68.13	53.40	61.41	83.00	60.52	54.90	69.73
模型2	C3	91.50	73.51	47.43	62.63	64.92	85.73	86.55	92.64	61.76	68.81	50.71	57.24	84.23	61.32	54.43	69.56
DAL	R-101	88.61	79.69	46.27	70.37	65.89	76.10	78.53	90.84	79.98	78.41	58.71	62.02	69.23	71.32	60.65	71.78
Ours	C3	92.09	76.53	51.66	67.58	69.79	88.98	88.25	93.08	65.79	72.55	54.63	58.97	84.95	62.79	57.37	72.33
多尺度训练
ROI-Tran	R-101	88.6	78.5	43.4	75.9	68.8	73.7	83.6	90.7	77.3	81.5	58.4	53.5	62.8	58.9	47.7	69.6
P-RSDet	R-101	89.0	73.7	47.3	72.0	70.6	73.7	72.8	90.8	80.1	81.3	59.5	57.9	60.8	65.2	62.2	69.8
SCRDet	R-101	90.0	80.7	52.1	68.4	68.4	60.3	72.4	90.9	87.9	86.9	65.0	66.7	66.3	68.2	65.2	72.6
R³Det	R-101	89.5	81.2	50.5	66.1	70.9	78.7	78.2	90.8	85.3	84.2	61.8	63.8	68.2	69.8	67.2	73.7
S²A-Net	R-50	89.11	82.84	48.37	71.11	78.11	78.39	87.25	90.83	84.90	85.64	60.36	62.60	65.26	69.13	57.94	74.12
Ours*	C3	93.71	80.40	52.42	66.70	72.23	84.62	88.10	94.43	72.20	76.26	63.40	65.10	85.02	60.34	63.81	74.58

Tools

Get Citation

Copy Citation Text

Zilong ZHOU, Jie ZHOU, Hong LUO, Lei XU, Genfu SHAO. Remote Sensing Image Target Detection based on Local Adaptive Feature Weighting Algorithm[J]. Remote Sensing Technology and Application, 2024, 39(3): 633

Download Citation

EndNote(RIS)BibTex Plain Text

Set citation alerts for article

Save article for my favorites