Linlin Guo, Yuenan Li. Histopathological Image Classification Algorithm Based on Product of Experts[J]. Laser & Optoelectronics Progress, 2018, 55(2): 021008
- Laser & Optoelectronics Progress
- Vol. 55, Issue 2, 021008 (2018)
Fig. 1. Training process. (a) Training PoE models; (b) training SVM classifier
Fig. 2. Classification (testing) process
Fig. 3. Samples of histopathological images. (a) Healthy kidney; (b) inflammatory kidney; (c) healthy lung; (d) inflammatory lung; (e) healthy spleen; (f) inflammatory spleen
Fig. 4. Average classification accuracy of each algorithm in three databases
Fig. 5. Variation in average classification accuracy with M
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Table 1. Classification accuracy of kidney images
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Table 2. Classification accuracy of lung images
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Table 3. Classification accuracy of spleen images
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