Automated Melanoma Recognition in Dermoscopy Images via Very Deep Residual Networks
Citations
8,730 citations
1,491 citations
Cites background from "Automated Melanoma Recognition in D..."
...Such features were also repurposed to detect melanoma, the deadliest form of skin cancer, from dermoscopic [47,48] and non-dermoscopic images of skin lesions [4,49,50] as well as age-related macular degeneration [51]....
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794 citations
Cites background from "Automated Melanoma Recognition in D..."
...One solution is multi-scale networks [42, 77, 83], where input images were resized and fed to the network....
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...Increasing the depth of network is reported as an effective solution [83]....
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...further expanded the basic idea of CRN and modified it to a fully convolutional residual network (FCRN) for the accurate task of melanoma recognition and segmentation [83]....
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633 citations
Cites background or methods from "Automated Melanoma Recognition in D..."
...Recently, deep residual learning with substantially enlarged depth advanced the state-of-the-art performance on 2D image recognition tasks (He et al., 2016a, 2016b; Lequan et al., 2016)....
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...…deep residual networks have been employed in many 2D natural image processing tasks (He et al., 2016a, 2016b; Shen et al., 2016; Zagoruyko and Komodakis, 2016; Lequan et al., 2016), to the best of our knowledge, seldom studies of residual learning have been dedicated to processing volumetric data....
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...Although 2D deep residual networks have been employed in many 2D natural image processing tasks (He et al., 2016a, 2016b; Shen et al., 2016; Zagoruyko and Komodakis, 2016; Lequan et al., 2016), to the best of our knowledge, seldom studies of residual learning have been dedicated to processing volumetric data....
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510 citations
Cites background from "Automated Melanoma Recognition in D..."
...To the best of our knowledge, our work is among the first few attempts to use deep neural networks to tackle this challenging problem [31], [32]....
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References
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Additional excerpts
...ImageNet [26]) without sufficiently considering the characteristics of melanoma or utilize CNNs with quite...
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