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Field validation of deep learning based Point-of-Care device for early detection of oral malignant and potentially malignant disorders.
Birur N P, Song B, Sunny SP, G K, Mendonca P, Mukhia N, Li S, Patrick S, G S, A R S, Imchen T, Leivon ST, Kolur T, Shetty V, R VB, Vaibhavi D, Rajeev S, Pednekar S, Banik AD, Ramesh RM, Pillai V, O S K, Smith PW, Sigamani A, Suresh A, Liang R, Kuriakose MA. Birur N P, et al. Among authors: li s. Sci Rep. 2022 Aug 22;12(1):14283. doi: 10.1038/s41598-022-18249-x. Sci Rep. 2022. PMID: 35995987 Free PMC article.
MicroLED chromatic confocal microscope.
Li S, Song B, Peterson T, Hsu J, Liang R. Li S, et al. Opt Lett. 2021 Jun 1;46(11):2722-2725. doi: 10.1364/OL.427477. Opt Lett. 2021. PMID: 34061097 Free PMC article.
Mobile-based oral cancer classification for point-of-care screening.
Song B, Sunny S, Li S, Gurushanth K, Mendonca P, Mukhia N, Patrick S, Gurudath S, Raghavan S, Imchen T, Leivon S, Kolur T, Shetty V, Bushan V, Ramesh R, Lima N, Pillai V, Wilder-Smith P, Sigamani A, Suresh A, Kuriakose M, Birur P, Liang R. Song B, et al. Among authors: li s. J Biomed Opt. 2021 Jun;26(6):065003. doi: 10.1117/1.JBO.26.6.065003. J Biomed Opt. 2021. PMID: 34164967 Free PMC article.
Classification of imbalanced oral cancer image data from high-risk population.
Song B, Li S, Sunny S, Gurushanth K, Mendonca P, Mukhia N, Patrick S, Gurudath S, Raghavan S, Tsusennaro I, Leivon ST, Kolur T, Shetty V, Bushan V, Ramesh R, Peterson T, Pillai V, Wilder-Smith P, Sigamani A, Suresh A, Kuriakose MA, Birur P, Liang R. Song B, et al. Among authors: li s. J Biomed Opt. 2021 Oct;26(10):105001. doi: 10.1117/1.JBO.26.10.105001. J Biomed Opt. 2021. PMID: 34689442 Free PMC article.
Bayesian deep learning for reliable oral cancer image classification.
Song B, Sunny S, Li S, Gurushanth K, Mendonca P, Mukhia N, Patrick S, Gurudath S, Raghavan S, Tsusennaro I, Leivon ST, Kolur T, Shetty V, Bushan VR, Ramesh R, Peterson T, Pillai V, Wilder-Smith P, Sigamani A, Suresh A, Kuriakose MA, Birur P, Liang R. Song B, et al. Among authors: li s. Biomed Opt Express. 2021 Sep 20;12(10):6422-6430. doi: 10.1364/BOE.432365. eCollection 2021 Oct 1. Biomed Opt Express. 2021. PMID: 34745746 Free PMC article.
Interpretable deep learning approach for oral cancer classification using guided attention inference network.
Figueroa KC, Song B, Sunny S, Li S, Gurushanth K, Mendonca P, Mukhia N, Patrick S, Gurudath S, Raghavan S, Imchen T, Leivon ST, Kolur T, Shetty V, Bushan V, Ramesh R, Pillai V, Wilder-Smith P, Sigamani A, Suresh A, Kuriakose MA, Birur P, Liang R. Figueroa KC, et al. Among authors: li s. J Biomed Opt. 2022 Jan;27(1):015001. doi: 10.1117/1.JBO.27.1.015001. J Biomed Opt. 2022. PMID: 35023333 Free PMC article.
Furthermore, CNNs may incorrectly concentrate on other areas surrounding the salient object, rather than the network's attention focusing directly on the object to be recognized, as the network has no incentive to focus solely on the correct subjects to be detected. ...We …
Furthermore, CNNs may incorrectly concentrate on other areas surrounding the salient object, rather than the network's attention focu …
Exploring uncertainty measures in convolutional neural network for semantic segmentation of oral cancer images.
Song B, Li S, Sunny S, Gurushanth K, Mendonca P, Mukhia N, Patrick S, Peterson T, Gurudath S, Raghavan S, Tsusennaro I, Leivon S, Kolur T, Shetty V, Bushan V, Ramesh R, Pillai V, Wilder-Smith P, Suresh A, Kuriakose MA, Birur P, Liang R. Song B, et al. Among authors: li s. J Biomed Opt. 2022 Nov;27(11):115001. doi: 10.1117/1.JBO.27.11.115001. J Biomed Opt. 2022. PMID: 36329004 Free PMC article.
Interpretable and Reliable Oral Cancer Classifier with Attention Mechanism and Expert Knowledge Embedding via Attention Map.
Song B, Zhang C, Sunny S, Kc DR, Li S, Gurushanth K, Mendonca P, Mukhia N, Patrick S, Gurudath S, Raghavan S, Tsusennaro I, Leivon ST, Kolur T, Shetty V, Bushan V, Ramesh R, Pillai V, Wilder-Smith P, Suresh A, Kuriakose MA, Birur P, Liang R. Song B, et al. Among authors: li s. Cancers (Basel). 2023 Feb 23;15(5):1421. doi: 10.3390/cancers15051421. Cancers (Basel). 2023. PMID: 36900210 Free PMC article.
Inter-observer agreement among specialists in the diagnosis of Oral Potentially Malignant Disorders and Oral Cancer using Store-and-Forward technology.
Gurushanth K, Mukhia N, Sunny SP, Song B, Raghavan SA, Gurudath S, Mendonca P, Li S, Patrick S, Imchen T, Leivon ST, Shruti T, Kolur T, Shetty V, Bhushan R V, Ramesh RM, Pillai V, S KO, Smith PW, Suresh A, Liang R, Birur N P, Kuriakose MA. Gurushanth K, et al. Among authors: li s, s ko. Res Sq [Preprint]. 2023 Apr 5:rs.3.rs-2754683. doi: 10.21203/rs.3.rs-2754683/v1. Res Sq. 2023. PMID: 37066209 Free PMC article. Updated. Preprint.
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