Research on fundus vascular images segmentation network combined with low compensation structure

网络	准确率/%	灵敏度/%	精确率/%	特异性/%	F₁值/%
U-net	96.49	81.24	61.25	97.29	69.84
CE-net	97.09	88.35	63.33	97.52	74.04
U-net++	96.37	83.09	62.07	97.18	71.06
SA-Unet	96.91	82.12	62.13	98.40	74.71
LC-SAnet	96.97	88.76	63.98	97.40	74.36

Table 2. Value of fundus vascular segmentation index in CHASE_DB1 datasets of different networks
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Table 2. Value of fundus vascular segmentation index in CHASE_DB1 datasets of different networks
网络准确率/% Jaccord系数/% F₁值/%
U-net 97.03 58.72 70.99
CE-net 97.06 60.46 75.36
U-net++ 97.31 60.02 71.11
SA-Unet 97.11 61.01 75.83
LC-SAnet 97.35 61.89 75.69

Table 3. Value of fundus vascular segmentation index in DRIVE datasets of ablation experiment
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Table 3. Value of fundus vascular segmentation index in DRIVE datasets of ablation experiment
模块准确率/% 灵敏度/% 特异性/% F₁值/%
Backbone 96.49 81.24 97.29 69.84
Backbone+SA 96.52 86.27 97.28 70.11
Backbone+LC 96.91 83.25 97.35 73.27
Backbone+LC+SA 96.97 88.76 97.40 74.36

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Ran DING, Rongfu ZHANG, Yingwei TANG, Jie ZHANG. Research on fundus vascular images segmentation network combined with low compensation structure[J]. Optical Instruments, 2023, 45(3): 15

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Paper Information

Category: TESTING TECHNOLOGY

Received: Sep. 16, 2022

Accepted: --

Published Online: Jul. 25, 2023

The Author Email: ZHANG Rongfu (zrf@usst.edu.cn)

DOI:10.3969/j.issn.1005-5630.2023.003.003

Topics

laser devices and laser physics

Lasers and Laser Optics

Laser physics

laser manufacturing

Instrumentation, Measurement and Metrology

Table 1. Value of fundus vascular segmentation index in DRIVE datasets of different networks

Table 1. Value of fundus vascular segmentation index in DRIVE datasets of different networks

Table 2. Value of fundus vascular segmentation index in CHASE_DB1 datasets of different networks

Table 2. Value of fundus vascular segmentation index in CHASE_DB1 datasets of different networks

Table 3. Value of fundus vascular segmentation index in DRIVE datasets of ablation experiment

Table 3. Value of fundus vascular segmentation index in DRIVE datasets of ablation experiment

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