Author Affiliations
1School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China2State Key Laboratory of Structural Analysis for Industrial Equipment, Dalian University of Technology, Dalian, Liaoning 116023, Chinashow less
Fig. 1. Flow chart of algorithm
Fig. 2. OCT B-scan images of human retina. (a) Normal retina image; (b) DME retina image; (c) Drusen retina image
Fig. 3. Speckle denoising of normal retina image. (a0)--(a4) Original OCT image with noise and images after speckle denoising by ACD, Curvelet, TV, and proposed method; (b0)--(b4) histograms corresponding to images in Figs. 3 (a0)--(a4); (c10)--(c44) enlarged ROIs V1--V4 corresponding to images in Figs. 3(a0)--(a4)
Fig. 4. Speckle denoising of DME retina image. (a0)--(a4) Original OCT image with noise and images after speckle denoising by ACD, Curvelet, TV, and proposed method; (b0)--(b4) histograms corresponding to images in Figs. 4 (a0)--(a4); (c10)--(c44) enlarged ROIs V1--V4 corresponding to images in Figs. 4(a0)--(a4)
Fig. 5. Speckle denoising of Drusen retina image. (a0)--(a4) Original OCT image and images after speckle denoising by ACD, Curvelet, TV, and proposed method; (b0)--(b4) histograms corresponding to images in Figs. 5(a0)--(a4); (c10)--(c44) enlarged ROIs V1--V4 corresponding to images in Figs. 5(a0)--(a4)
Method | SNR /dB | ENL | CNR | γ |
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Original | 30.6061 | 444.4000 | 4.1625 | - | ACD | 53.6106 | 280.1000 | 5.8835 | 0.9832 | Curvelet | 41.9111 | 1055.8000 | 8.9445 | 0.9976 | TV | 39.9483 | 1182.3000 | 11.6104 | 0.9866 | Proposed | 48.9451 | 1346.8000 | 13.2754 | 0.9932 |
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Table 1. Metrics of normal retina image experiment
Method | SNR /dB | ENL | CNR | γ |
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Original | 29.7433 | 84.7522 | 2.9804 | - | ACD | 44.1283 | 160.8477 | 4.3571 | 0.9924 | Curvelet | 40.7001 | 287.3323 | 5.4275 | 0.9953 | TV | 37.9425 | 550.2359 | 6.3173 | 0.9885 | Proposed | 46.7891 | 649.1049 | 8.6647 | 0.9927 |
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Table 2. Metrics of DME retina image experiment
Method | SNR /dB | ENL | CNR | γ |
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Original | 26.8779 | 201.5903 | 3.1580 | - | ACD | 44.5433 | 305.3331 | 5.6349 | 0.9908 | Curvelet | 42.5725 | 881.4277 | 8.2796 | 0.9930 | TV | 38.2609 | 922.4089 | 9.2466 | 0.9906 | Proposed | 43.1048 | 940.0124 | 9.4148 | 0.9934 |
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Table 3. Metrics of Drusen retina image experiment