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海绵组织病芒果二值化序列图像

2021, 42(4): 113-124.

基于图像处理和深度迁移学习的芒果果实病状识别 .

本文全文图片

本文全文表格

模型 Model	学习速率 Learning rate	图片类型 Image type	精准率/% Precision	召回率/% Recall	F1分值/% F1-score	模型准确率/% Accuracy of model
AlexNet	0.0008	无病症芒果 Healthy mango	87.58	92.63	90.03	84.88
		海绵组织病芒果 Mango with spongy tissue disease	94.90	77.40	85.26
		空心病芒果 Mango with hollow disease	64.84	82.08	72.45
	0.0005	无病症芒果 Healthy mango	96.02	94.47	95.24	90.22
		海绵组织病芒果 Mango with spongy tissue disease	93.71	85.19	89.25
		空心病芒果 Mango with hollow disease	73.02	90.75	80.93
	0.0002	无病症芒果 Healthy mango	97.22	96.77	97.00	94.15
		海绵组织病芒果 Mango with spongy tissue disease	96.70	91.43	93.99
		空心病芒果 Mango with hollow disease	82.63	93.64	87.80
GoogLeNet	0.0008	无病症芒果 Healthy mango	95.55	94.01	94.77	90.73
		海绵组织病芒果 Mango with spongy tissue disease	95.40	86.23	90.59
		空心病芒果 Mango with hollow disease	82.05	92.49	82.05
	0.0005	无病症芒果 Healthy mango	98.12	93.61	97.21	95.36
		海绵组织病芒果 Mango with spongy tissue disease	97.32	94.29	95.78
		空心病芒果 Mango with hollow disease	85.49	95..38	90.16
	0.0002	无病症芒果 Healthy mango	99.77	99.08	99.42	98.79
		海绵组织病芒果 Mango with spongy tissue disease	98.96	98.96	98.96
		空心病芒果 Mango with hollow disease	96.02	97.69	96.85

深度迁移学习模型性能参数(未处理图像)

模型 Model	学习速率 Learning rate	图片类型 Image type	精准率/% Precision	召回率/% Recall	F1分值/% F1-score	模型准确率/% Accuracy of model
AlexNet	0.0008	无病症芒果 Healthy mango	100	96.48	98.21	95.39
		海绵组织病坏损区域 Damaged area from spongy tissue disease	96.16	97.92	97.03
		空心病坏损区域 Damaged area from hollow disease	86.46	95.95	90.96
		海绵组织病芒果 Mango with spongy tissue disease	93.67	96.10	94.87
		空心病芒果 Mango with hollow disease	96.71	84.97	90.46
	0.0005	无病症芒果 Healthy mango	97.42	97.42	98.57	97.40
		海绵组织病坏损区域 Damaged area from spongy tissue disease	98.44	98.44	98.44
		空心病坏损区域 Damaged area from hollow disease	100	100	95.58
		海绵组织病芒果 Mango with spongy tissue disease	98.18	98.18	96.92
		空心病芒果 Mango with hollow disease	90.75	90.75	95.15
	0.0002	无病症芒果 Healthy mango	100	100	100	100
		海绵组织病坏损区域 Damaged area from spongy tissue disease	100	100	100
		空心病坏损区域 Damaged area from hollow disease	100	100	100
		海绵组织病芒果 Mango with spongy tissue disease	100	100	100
		空心病芒果 Mango with hollow disease	100	100	100
GoogLeNet	0.0008	无病症芒果 Healthy mango	97.93	99.77	98.84	98.05
		海绵组织病坏损区域 Damaged area from spongy tissue disease	99.21	98.70	98.96
		空心病坏损区域 Damaged area from hollow disease	93.51	100	96.63
		海绵组织病芒果 Mango with spongy tissue disease	98.42	96.88	97.64
		空心病芒果 Mango with hollow disease	100	93.06	96.41
	0.0005	无病症芒果 Healthy mango	100	100	100	100
		海绵组织病坏损区域 Damaged area from spongy tissue disease	100	100	100
		空心病坏损区域 Damaged area from hollow disease	100	100	100
		海绵组织病芒果 Mango with spongy tissue disease	100	100	100
		空心病芒果 Mango with hollow disease	100	100	100
	0.0002	无病症芒果 Healthy mango	100	100	100	100
		海绵组织病坏损区域 Damaged area from spongy tissue disease	100	100	100
		空心病坏损区域 Damaged area from hollow disease	100	100	100
		海绵组织病芒果 Mango with spongy tissue disease	100	100	100
		空心病芒果 Mango with hollow disease	100	100	100

深度迁移学习模型性能参数(处理图像)