Jiajun CHEN, Kaixiang LI, Renjian LI, Chunlei SHAO, Guiye LI, Lingling CHEN. AtG-DeepLab V3+ Endoscopic Image Enhancement Algorithm Based on Self-attention Mechanism Optimization[J]. Acta Photonica Sinica, 2023, 52(8): 0817001
- Acta Photonica Sinica
- Vol. 52, Issue 8, 0817001 (2023)
Fig. 1. AtG-DeepLab V3+ model structure based on self-attention mechanism and DeepLab V3+ network
Fig. 2. Optical endoscopic imaging system diagram based on fiber bundle
Fig. 3. Comparison of test target images enhanced by each model
Fig. 4. Comparison of image resolution enhancement by AtG-DeepLab V3+ model
Fig. 5. Comparison of evaluation indicators of test target images enhanced by each model
Fig. 6. Comparison of biological tissue images enhanced by each model
Fig. 7. Comparison of evaluation indicators of biological tissue image enhanced by each model
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Table 1. Model parameter configuration
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Table 2. Model training parameter index
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