Object Detection Algorithm Guided by Dual Attention Models

Zhong Ji; Qiankun Kong; Jian Wang

doi:10.3788/LOP57.061008

Journals >Laser & Optoelectronics Progress >Volume 57 >Issue 6 >Page 061008 > Article

Laser & Optoelectronics Progress
Vol. 57, Issue 6, 061008 (2020)

Object Detection Algorithm Guided by Dual Attention Models

Zhong Ji, Qiankun Kong, and Jian Wang^*

Author Affiliations

School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China

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DOI: 10.3788/LOP57.061008 Cite this Article Set citation alerts

Zhong Ji, Qiankun Kong, Jian Wang. Object Detection Algorithm Guided by Dual Attention Models[J]. Laser & Optoelectronics Progress, 2020, 57(6): 061008 Copy Citation Text

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Fig. 1. Architecture of the proposed DAGM model

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Fig. 2. Architecture of MFCA model

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Fig. 3. Visualization of the feature map

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Fig. 4. Architecture of SCSA model

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Fig. 5. AP histogram of different detection algorithms

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Method	Backbone	AP	AP₅₀	AP₇₅	AP_S	AP_M	AP_L
Faster R-CNN+++^[8]	ResNet-101-C4	34.9	55.7	37.4	15.6	38.7	50.9
Faster R-CNN (FR) byG-RMI^[28]	ResNet-101-C4	34.7	55.5	36.7	13.5	38.1	52.0
YOLOv2^[24]	DarkNet-19	21.6	44.0	19.2	5.0	22.4	35.5
SSD513^[4]	ResNet-101-SSD	31.2	50.4	33.3	10.2	34.5	49.8
DSSD513^[26]	ResNet-101-DSSD	33.2	53.3	35.2	13.0	35.4	51.1
RON^[31]	VGG-16	27.4	27.1	49.5	-	-	-
DeNet^[29]	DeNet-101	33.8	53.4	36.1	12.3	36.1	50.8
CoupleNet^[22]	ResNet-101	33.1	53.5	35.4	11.6	36.3	50.1
YoLov3^[25]	DarkNet-53	33.0	57.9	34.4	18.3	35.4	41.9
SIN^[23]	VGG-16	23.2	44.5	22.0	7.3	24.5	36.3
Relation Network^[32]	ResNet-50	32.5	54.0	33.8	-	-	-
MLKP^[30]	ResNet-101	26.9	48.4	26.9	8.6	29.2	41.1
MFCA (ours)	ResNet-101	36.2	54.5	38.7	18.5	39.2	47.6

Table 1. Comparison of detection results with different detection algorithms%

Module	Backbone	AP	AP₅₀	AP₇₅	AP_S	AP_M	AP_L
Baseline	ResNet-101	35.0	52.6	37.7	17.1	38.8	48.0
Baseline+MFCA	ResNet-101	35.5	53.3	38.1	18.4	39.2	48.1
Baseline+MFCA+SCSA	ResNet-101	35.9	54.0	38.6	18.8	39.8	48.5

Table 2. Comparison of test results of each module%

Zhong Ji, Qiankun Kong, Jian Wang. Object Detection Algorithm Guided by Dual Attention Models[J]. Laser & Optoelectronics Progress, 2020, 57(6): 061008

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