Object Shape Classification Based on Bayesian Optimized Neural Network

Table 1. Results of the Animal dataset%
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Table 1. Results of the Animal dataset%
Method Accuracy Precision Recall F1
BCF^[6] 83.20 83.19 82.85 83.02
Bioinformaticsapproach^[11] 83.70 83.67 83.60 83.63
pSGLD^[14] 83.90 83.98 84.00 83.83
Proposed 84.60 84.67 84.60 84.63

Table 2. Detailed accuracy of each method in Animal Dataset%

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Table 2. Detailed accuracy of each method in Animal Dataset%

Method	Bird	Butterfly	Cat	Cow	Crocodile	Deer	Dog	Dolphin	Duck	Elephant
BCF^[6]	87.6	92.2	73.8	77.4	74.8	90.4	82.6	89.0	87.0	95.2
pSGLD^[13]	87.8	97.4	76.3	87.2	72.8	89.7	84.4	78.2	88.0	95.5
Proposed	88.0	97.8	76.0	87.8	72.5	89.7	86.2	80.0	88.3	95.5
Method	Fish	Fly-bird	Hen	Horse	Leopard	Monkey	Rabbit	Rat	Spider	Tortoise
BCF^[6]	79.8	70.0	94.2	95.4	66.4	58.4	85.8	70.6	99.2	93.6
pSGLD^[13]	81.8	68.2	91.4	96.0	67.9	70.2	91.1	64.5	100	90.0
Proposed	81.8	68.2	91.5	95.8	70.0	71.9	92.1	68.2	100	90.5

Table 3. Classification results in ETH-80 dataset%
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Table 3. Classification results in ETH-80 dataset%
Method Accuracy Precision Recall F1
BCF^[6] 90.22 90.03 89.92 89.97
Bioinformaticsapproach^[11] 90.68 90.47 90.34 90.40
pSGLD^[14] 91.66 91.62 91.69 91.65
Proposed 92.05 92.08 92.10 92.09

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Shanxin Zhang, Qiang Fan, Zhiping Zhou. Object Shape Classification Based on Bayesian Optimized Neural Network[J]. Laser & Optoelectronics Progress, 2018, 55(6): 061011

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