Researching | One-Shot Object Detection Based on Cross-Domain Learning

Laser & Optoelectronics Progress, Volume. 60, Issue 4, 0415004(2023)

One-Shot Object Detection Based on Cross-Domain Learning

Jiawei Feng, Jinghui Chu, and Lü Wei^*

Author Affiliations

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

show less

Abstract Get PDF(in Chinese)

Figures&Tables (8)

References (20)

Paper Information

Figures & Tables(8)

Fig. 1. Cross-domain one-shot object detection framework

Download full size

Fig. 2. Gradient reverse network

Download full size

Fig. 3. Diagrams of example datasets. (a) Cityscapes; (b) Foggy Cityscapes

Download full size

Fig. 4. Diagrams of example datasets. (a) Clipart; (b) PASCAL VOC

Download full size

Fig. 5. Effect of domain classifier on network's feature extraction ability

Download full size

Table 1. Cross-domain classifier ablation experiment under environmental differences
View table
Table 1. Cross-domain classifier ablation experiment under environmental differences
No. L_I L_Q L_R L_C Person Car Train mAP /%
1 28.6 44.2 28.6 33.8
2 √ 32.5 55.2 32.1 39.9
3 √ 33.6 53.1 34.2 40.3
4 √ 31.3 53.5 31.5 38.8
5 √ √ 34.8 56.7 35.9 42.5
6 √ √ √ 35.1 57.6 36.3 43.0
7 √ √ √ √ 35.8 57.1 36.9 43.3

Table 2. Cross-domain classifier ablation experiment for virtual and real pictures

Table 2. Cross-domain classifier ablation experiment for virtual and real pictures

No.	L_I	L_Q	L_R	L_C	Aero	Cat	Cow	Sheep	mAP /%
1					35.1	64.7	76.2	64.5	60.1
2	√				46.2	79.2	80.1	69.2	68.7
3		√			46.6	78.3	80.6	67.1	68.2
4			√		45.1	78.9	79.5	68.9	68.1
5	√	√			49.5	80.5	81.2	69.8	70.3
6	√	√	√		48.2	81.0	83.1	70.3	70.7
7	√	√	√	√	48.6	81.7	83.5	70.1	71.0

Table 3. Comparison of different algorithms under the PASCAL VOC dataset
View table
Table 3. Comparison of different algorithms under the PASCAL VOC dataset
Method Aero Cat Cow Sheep mAP /%
SiamFC 12.4 31.6 6.8 2.3 13.3
SiamRPN 3.5 21.7 15.9 15.7 14.2
OSCD 25.3 47.9 75.3 60.0 52.1
COAE 46.2 75.6 83.9 67.1 68.2
Ours 48.6 81.7 83.5 70.1 71.0

Tools

Get Citation

Copy Citation Text

Jiawei Feng, Jinghui Chu, Lü Wei. One-Shot Object Detection Based on Cross-Domain Learning[J]. Laser & Optoelectronics Progress, 2023, 60(4): 0415004

Download Citation

EndNote(RIS)BibTex Plain Text

Set citation alerts for article

Save article for my favorites

Paper Information

Category: Machine Vision

Received: Oct. 27, 2021

Accepted: Dec. 21, 2021

Published Online: Feb. 14, 2023

The Author Email: Wei Lü (luwei@tju.edu.cn)

DOI:10.3788/LOP212819

Topics

laser devices and laser physics

Lasers and Laser Optics

laser manufacturing

Instrumentation, Measurement and Metrology