Jinyang Liu, Mingxin Yu, Shengnan Ji, Lianqing Zhu, Tao Zhang, Jingya Ding, Jiabin Xia. Raman Spectral Segmentation Method for Tongue Squamous Cell Carcinoma Using Deep Learning[J]. Laser & Optoelectronics Progress, 2023, 60(2): 0230001
- Laser & Optoelectronics Progress
- Vol. 60, Issue 2, 0230001 (2023)
Fig. 1. Effect drawing of data preprocessing
Fig. 2. Average Raman characteristic peaks of tongue squamous cell carcinoma tissue and normal tissue
Fig. 3. Structure diagram of ISB-CNN model
Fig. 4. Conv Block and Identity Block
Fig. 5. Schematic of preseted band
Fig. 6. Functional diagram of candidate band pooling layer
Fig. 7. P-R curve of tongue squamous cell carcinoma
Fig. 8. Labeling results of tongue squamous cell carcinoma
Fig. 9. Important spectral band regions predicted by the proposed model
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Table 1. Characteristic peaks of Raman spectrum of tongue squamous cell carcinoma
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Table 2. Training hyperparameters of ISB-CNN model
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Table 3. Comparison between predicted bands of ISB-CNN model and manually labeled bands
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