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Motion correction of in vivo three-dimensional optical coherence tomography of human skin using a fiducial markerYih Miin Liew, Robert A. McLaughlin, Fiona M. Wood, and David D. Sampson »View Author Affiliations
Yih Miin Liew,1,*
Robert A. McLaughlin,1
Fiona M. Wood,2,3
and David D. Sampson1,4
1Optical+Biomedical Engineering Laboratory, School of Electrical, Electronic & Computer Engineering, The University of Western Australia, M018, 35 Stirling Highway, Crawley WA 6009, Australia 2Burns Service of Western Australia, Royal Perth Hospital (RPH), Wellington Street, Perth WA 6000, Australia 3Burn Injury Research Unit, School of Surgery, The University of Western Australia, 35 Stirling Highway, Crawley WA 6009, Australia 4Centre for Microscopy, Characterisation & Analysis, The University of Western Australia, M010, 35 Stirling Highway, Crawley, Perth, WA 6009, Australia *Corresponding author: liewy08@student.uwa.edu.au |
Biomedical Optics Express, Vol. 3, Issue 8, pp. 1774-1786 (2012)
http://dx.doi.org/10.1364/BOE.3.001774
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Abstract
This paper presents a novel method based on a fiducial marker for correction of motion artifacts in 3D, in vivo, optical coherence tomography (OCT) scans of human skin and skin scars. The efficacy of this method was compared against a standard cross-correlation intensity-based registration method. With a fiducial marker adhered to the skin, OCT scans were acquired using two imaging protocols: direct imaging from air into tissue; and imaging through ultrasound gel into tissue, which minimized the refractive index mismatch at the tissue surface. The registration methods were assessed with data from both imaging protocols and showed reduced distortion of skin features due to motion. The fiducial-based method was found to be more accurate and robust, with an average RMS error below 20 µm and success rate above 90%. In contrast, the intensity-based method had an average RMS error ranging from 36 to 45 µm, and a success rate from 50% to 86%. The intensity-based algorithm was found to be particularly confounded by corrugations in the skin. By contrast, tissue features did not affect the fiducial-based method, as the motion correction was based on delineation of the flat fiducial marker. The average computation time for the fiducial-based algorithm was approximately 21 times less than for the intensity-based algorithm.
© 2012 OSA
OCIS Codes
(100.2000) Image processing : Digital image processing
(100.6950) Image processing : Tomographic image processing
(170.4500) Medical optics and biotechnology : Optical coherence tomography
ToC Category:
Image Processing
History
Original Manuscript: May 2, 2012
Revised Manuscript: June 21, 2012
Manuscript Accepted: June 26, 2012
Published: June 29, 2012
Citation
Yih Miin Liew, Robert A. McLaughlin, Fiona M. Wood, and David D. Sampson, "Motion correction of in vivo three-dimensional optical coherence tomography of human skin using a fiducial marker," Biomed. Opt. Express 3, 1774-1786 (2012)
http://www.opticsinfobase.org/boe/abstract.cfm?URI=boe-3-8-1774
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References
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- E. Z. Zhang, B. Povazay, J. Laufer, A. Alex, B. Hofer, B. Pedley, C. Glittenberg, B. Treeby, B. Cox, P. Beard, and W. Drexler, “Multimodal photoacoustic and optical coherence tomography scanner using an all optical detection scheme for 3D morphological skin imaging,” Biomed. Opt. Express2(8), 2202–2215 (2011). [CrossRef] [PubMed]
- R. A. McLaughlin, J. Hipwell, D. J. Hawkes, J. A. Noble, J. V. Byrne, and T. C. Cox, “A comparison of a similarity-based and a feature-based 2-D-3-D registration method for neurointerventional use,” IEEE Trans. Med. Imaging24(8), 1058–1066 (2005). [CrossRef] [PubMed]
- G. P. Penney, J. Weese, J. A. Little, P. Desmedt, D. L. G. Hill, and D. J. Hawkes, “A comparison of similarity measures for use in 2-D-3-D medical image registration,” IEEE Trans. Med. Imaging17(4), 586–595 (1998). [CrossRef] [PubMed]
- T. Amadeu, A. Braune, C. Mandarim-de-Lacerda, L. C. Porto, A. Desmoulière, and A. Costa, “Vascularization pattern in hypertrophic scars and keloids: a stereological analysis,” Pathol. Res. Pract.199(7), 469–473 (2003). [CrossRef] [PubMed]
- E. Z. Zhang, B. Povazay, J. Laufer, A. Alex, B. Hofer, B. Pedley, C. Glittenberg, B. Treeby, B. Cox, P. Beard, and W. Drexler, “Multimodal photoacoustic and optical coherence tomography scanner using an all optical detection scheme for 3D morphological skin imaging,” Biomed. Opt. Express2(8), 2202–2215 (2011). [CrossRef] [PubMed]
- S. A. Coulman, J. C. Birchall, A. Alex, M. Pearton, B. Hofer, C. O’Mahony, W. Drexler, and B. Považay, “In vivo, in situ imaging of microneedle insertion into the skin of human volunteers using optical coherence tomography,” Pharm. Res.28(1), 66–81 (2011). [CrossRef] [PubMed]
- A. Alex, B. Povazay, B. Hofer, S. Popov, C. Glittenberg, S. Binder, and W. Drexler, “Multispectral in vivo three-dimensional optical coherence tomography of human skin,” J. Biomed. Opt.15(2), 026025 (2010). [CrossRef] [PubMed]
- R. O. Duda and P. E. Hart, “Use of the Hough transformation to detect lines and curves in pictures,” Commun. ACM15(1), 11–15 (1972). [CrossRef]
- T. Hinz, L. K. Ehler, H. Voth, I. Fortmeier, T. Hoeller, T. Hornung, and M. H. Schmid-Wendtner, “Assessment of tumor thickness in melanocytic skin lesions: comparison of optical coherence tomography, 20-MHz ultrasound and histopathology,” Dermatology223(2), 161–168 (2011). [CrossRef] [PubMed]
- H. Morsy, S. Kamp, L. Thrane, N. Behrendt, B. Saunder, H. Zayan, E. A. Elmagid, and G. B. Jemec, “Optical coherence tomography imaging of psoriasis vulgaris: correlation with histology and disease severity,” Arch. Dermatol. Res.302(2), 105–111 (2010). [CrossRef] [PubMed]
- J. Welzel, E. Lankenau, R. Birngruber, and R. Engelhardt, “Optical coherence tomography of the human skin,” J. Am. Acad. Dermatol.37(6), 958–963 (1997). [CrossRef] [PubMed]
- C. Salvini, D. Massi, A. Cappetti, M. Stante, P. Cappugi, P. Fabbri, and P. Carli, “Application of optical coherence tomography in non-invasive characterization of skin vascular lesions,” Skin Res. Technol.14(1), 89–92 (2008). [PubMed]
- A. Bayat, D. A. McGrouther, and M. W. J. Ferguson, “Skin scarring,” BMJ326(7380), 88–92 (2003). [CrossRef] [PubMed]
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- W. Kang, H. Wang, Z. Wang, M. W. Jenkins, G. A. Isenberg, A. Chak, and A. M. Rollins, “Motion artifacts associated with in vivo endoscopic OCT images of the esophagus,” Opt. Express19(21), 20722–20735 (2011). [CrossRef] [PubMed]
- M. W. Jenkins, O. Q. Chughtai, A. N. Basavanhally, M. Watanabe, and A. M. Rollins, “In vivo gated 4D imaging of the embryonic heart using optical coherence tomography,” J. Biomed. Opt.12(3), 030505 (2007). [CrossRef] [PubMed]
- S. Sakai, M. Yamanari, A. Miyazawa, M. Matsumoto, N. Nakagawa, T. Sugawara, K. Kawabata, T. Yatagai, and Y. Yasuno, “In vivo three-dimensional birefringence analysis shows collagen differences between young and old photo-aged human skin,” J. Invest. Dermatol.128(7), 1641–1647 (2008). [CrossRef] [PubMed]
- C. Salvini, D. Massi, A. Cappetti, M. Stante, P. Cappugi, P. Fabbri, and P. Carli, “Application of optical coherence tomography in non-invasive characterization of skin vascular lesions,” Skin Res. Technol.14(1), 89–92 (2008). [PubMed]
- Y. M. Liew, R. A. McLaughlin, F. M. Wood, and D. D. Sampson, “Reduction of image artifacts in three-dimensional optical coherence tomography of skin in vivo,” J. Biomed. Opt.16(11), 116018 (2011). [CrossRef] [PubMed]
- R. A. McLaughlin, J. J. Armstrong, S. Becker, J. H. Walsh, A. Jain, D. R. Hillman, P. R. Eastwood, and D. D. Sampson, “Respiratory gating of anatomical optical coherence tomography images of the human airway,” Opt. Express17(8), 6568–6577 (2009). [CrossRef] [PubMed]
- T. Gambichler, B. Künzlberger, V. Paech, A. Kreuter, S. Boms, A. Bader, G. Moussa, M. Sand, P. Altmeyer, and K. Hoffmann, “UVA1 and UVB irradiated skin investigated by optical coherence tomography in vivo: a preliminary study,” Clin. Exp. Dermatol.30(1), 79–82 (2005). [CrossRef] [PubMed]
- T. M. Jørgensen, J. Thomadsen, U. Christensen, W. Soliman, and B. Sander, “Enhancing the signal-to-noise ratio in ophthalmic optical coherence tomography by image registration—method and clinical examples,” J. Biomed. Opt.12(4), 041208 (2007). [CrossRef] [PubMed]
- H. Morsy, S. Kamp, L. Thrane, N. Behrendt, B. Saunder, H. Zayan, E. A. Elmagid, and G. B. Jemec, “Optical coherence tomography imaging of psoriasis vulgaris: correlation with histology and disease severity,” Arch. Dermatol. Res.302(2), 105–111 (2010). [CrossRef] [PubMed]
- R. Steiner, K. Kunzi-Rapp, and K. Scharffetter-Kochanek, “Optical coherence tomography: clinical applications in dermatology,” Med. Laser Appl.18(3), 249–259 (2003). [CrossRef]
- T. Hinz, L. K. Ehler, H. Voth, I. Fortmeier, T. Hoeller, T. Hornung, and M. H. Schmid-Wendtner, “Assessment of tumor thickness in melanocytic skin lesions: comparison of optical coherence tomography, 20-MHz ultrasound and histopathology,” Dermatology223(2), 161–168 (2011). [CrossRef] [PubMed]
- S. Golemati, J. Stoitsis, E. G. Sifakis, T. Balkizas, and K. S. Nikita, “Using the Hough transform to segment ultrasound images of longitudinal and transverse sections of the carotid artery,” Ultrasound Med. Biol.33(12), 1918–1932 (2007). [CrossRef] [PubMed]
- T. M. Jørgensen, J. Thomadsen, U. Christensen, W. Soliman, and B. Sander, “Enhancing the signal-to-noise ratio in ophthalmic optical coherence tomography by image registration—method and clinical examples,” J. Biomed. Opt.12(4), 041208 (2007). [CrossRef] [PubMed]
- B. Antony, M. D. Abràmoff, L. Tang, W. D. Ramdas, J. R. Vingerling, N. M. Jansonius, K. Lee, Y. H. Kwon, M. Sonka, and M. K. Garvin, “Automated 3-D method for the correction of axial artifacts in spectral-domain optical coherence tomography images,” Biomed. Opt. Express2(8), 2403–2416 (2011). [CrossRef] [PubMed]
- C. Salvini, D. Massi, A. Cappetti, M. Stante, P. Cappugi, P. Fabbri, and P. Carli, “Application of optical coherence tomography in non-invasive characterization of skin vascular lesions,” Skin Res. Technol.14(1), 89–92 (2008). [PubMed]
- R. Steiner, K. Kunzi-Rapp, and K. Scharffetter-Kochanek, “Optical coherence tomography: clinical applications in dermatology,” Med. Laser Appl.18(3), 249–259 (2003). [CrossRef]
- S. Golemati, J. Stoitsis, E. G. Sifakis, T. Balkizas, and K. S. Nikita, “Using the Hough transform to segment ultrasound images of longitudinal and transverse sections of the carotid artery,” Ultrasound Med. Biol.33(12), 1918–1932 (2007). [CrossRef] [PubMed]
- S. Sakai, M. Yamanari, A. Miyazawa, M. Matsumoto, N. Nakagawa, T. Sugawara, K. Kawabata, T. Yatagai, and Y. Yasuno, “In vivo three-dimensional birefringence analysis shows collagen differences between young and old photo-aged human skin,” J. Invest. Dermatol.128(7), 1641–1647 (2008). [CrossRef] [PubMed]
- Y. M. Zhu, S. M. Cochoff, and R. Sukalac, “Automatic patient table removal in CT images,” J. Digit. Imaging (2012), 6 pages, online first. [PubMed]
- B. Antony, M. D. Abràmoff, L. Tang, W. D. Ramdas, J. R. Vingerling, N. M. Jansonius, K. Lee, Y. H. Kwon, M. Sonka, and M. K. Garvin, “Automated 3-D method for the correction of axial artifacts in spectral-domain optical coherence tomography images,” Biomed. Opt. Express2(8), 2403–2416 (2011). [CrossRef] [PubMed]
- T. Gambichler, V. Jaedicke, and S. Terras, “Optical coherence tomography in dermatology: technical and clinical aspects,” Arch. Dermatol. Res.303(7), 457–473 (2011). [CrossRef] [PubMed]
- T. M. Jørgensen, J. Thomadsen, U. Christensen, W. Soliman, and B. Sander, “Enhancing the signal-to-noise ratio in ophthalmic optical coherence tomography by image registration—method and clinical examples,” J. Biomed. Opt.12(4), 041208 (2007). [CrossRef] [PubMed]
- M. Mogensen, T. M. Joergensen, B. M. Nürnberg, H. A. Morsy, J. B. Thomsen, L. Thrane, and G. B. E. Jemec, “Assessment of optical coherence tomography imaging in the diagnosis of non-melanoma skin cancer and benign lesions versus normal skin: observer-blinded evaluation by dermatologists and pathologists,” Dermatol. Surg.35(6), 965–972 (2009). [CrossRef] [PubMed]
- M. Mogensen, B. M. Nürnberg, J. L. Forman, J. B. Thomsen, L. Thrane, and G. B. Jemec, “In vivo thickness measurement of basal cell carcinoma and actinic keratosis with optical coherence tomography and 20-MHz ultrasound,” Br. J. Dermatol.160(5), 1026–1033 (2009). [CrossRef] [PubMed]
- H. Morsy, S. Kamp, L. Thrane, N. Behrendt, B. Saunder, H. Zayan, E. A. Elmagid, and G. B. Jemec, “Optical coherence tomography imaging of psoriasis vulgaris: correlation with histology and disease severity,” Arch. Dermatol. Res.302(2), 105–111 (2010). [CrossRef] [PubMed]
- M. Mogensen, B. M. Nürnberg, J. L. Forman, J. B. Thomsen, L. Thrane, and G. B. Jemec, “In vivo thickness measurement of basal cell carcinoma and actinic keratosis with optical coherence tomography and 20-MHz ultrasound,” Br. J. Dermatol.160(5), 1026–1033 (2009). [CrossRef] [PubMed]
- M. Mogensen, L. Thrane, T. M. Joergensen, P. E. Andersen, and G. B. E. Jemec, “Optical coherence tomography for imaging of skin and skin diseases,” Semin. Cutan. Med. Surg.28(3), 196–202 (2009). [CrossRef] [PubMed]
- M. Mogensen, T. M. Joergensen, B. M. Nürnberg, H. A. Morsy, J. B. Thomsen, L. Thrane, and G. B. E. Jemec, “Assessment of optical coherence tomography imaging in the diagnosis of non-melanoma skin cancer and benign lesions versus normal skin: observer-blinded evaluation by dermatologists and pathologists,” Dermatol. Surg.35(6), 965–972 (2009). [CrossRef] [PubMed]
- M. Mogensen, H. A. Morsy, L. Thrane, and G. B. E. Jemec, “Morphology and epidermal thickness of normal skin imaged by optical coherence tomography,” Dermatology217(1), 14–20 (2008). [CrossRef] [PubMed]
- R. M. Lewis and V. Torczon, “Pattern search algorithms for bound constrained minimization,” SIAM J. Optim.9(4), 1082–1099 (1999). [CrossRef]
- E. Z. Zhang, B. Povazay, J. Laufer, A. Alex, B. Hofer, B. Pedley, C. Glittenberg, B. Treeby, B. Cox, P. Beard, and W. Drexler, “Multimodal photoacoustic and optical coherence tomography scanner using an all optical detection scheme for 3D morphological skin imaging,” Biomed. Opt. Express2(8), 2202–2215 (2011). [CrossRef] [PubMed]
- B. Antony, M. D. Abràmoff, L. Tang, W. D. Ramdas, J. R. Vingerling, N. M. Jansonius, K. Lee, Y. H. Kwon, M. Sonka, and M. K. Garvin, “Automated 3-D method for the correction of axial artifacts in spectral-domain optical coherence tomography images,” Biomed. Opt. Express2(8), 2403–2416 (2011). [CrossRef] [PubMed]
- T. Hinz, L. K. Ehler, H. Voth, I. Fortmeier, T. Hoeller, T. Hornung, and M. H. Schmid-Wendtner, “Assessment of tumor thickness in melanocytic skin lesions: comparison of optical coherence tomography, 20-MHz ultrasound and histopathology,” Dermatology223(2), 161–168 (2011). [CrossRef] [PubMed]
- M. W. Jenkins, O. Q. Chughtai, A. N. Basavanhally, M. Watanabe, and A. M. Rollins, “In vivo gated 4D imaging of the embryonic heart using optical coherence tomography,” J. Biomed. Opt.12(3), 030505 (2007). [CrossRef] [PubMed]
- G. P. Penney, J. Weese, J. A. Little, P. Desmedt, D. L. G. Hill, and D. J. Hawkes, “A comparison of similarity measures for use in 2-D-3-D medical image registration,” IEEE Trans. Med. Imaging17(4), 586–595 (1998). [CrossRef] [PubMed]
- J. Welzel, E. Lankenau, R. Birngruber, and R. Engelhardt, “Optical coherence tomography of the human skin,” J. Am. Acad. Dermatol.37(6), 958–963 (1997). [CrossRef] [PubMed]
- R. J. Zawadzki, A. R. Fuller, S. S. Choi, D. F. Wiley, B. Hamann, and J. S. Werner, “Correction of motion artifacts and scanning beam distortions in 3D ophthalmic optical coherence tomography imaging,” Proc. SPIE6426, 642607 (2007). [CrossRef]
- R. J. Zawadzki, A. R. Fuller, S. S. Choi, D. F. Wiley, B. Hamann, and J. S. Werner, “Correction of motion artifacts and scanning beam distortions in 3D ophthalmic optical coherence tomography imaging,” Proc. SPIE6426, 642607 (2007). [CrossRef]
- Y. M. Liew, R. A. McLaughlin, F. M. Wood, and D. D. Sampson, “Reduction of image artifacts in three-dimensional optical coherence tomography of skin in vivo,” J. Biomed. Opt.16(11), 116018 (2011). [CrossRef] [PubMed]
- S. Sakai, M. Yamanari, A. Miyazawa, M. Matsumoto, N. Nakagawa, T. Sugawara, K. Kawabata, T. Yatagai, and Y. Yasuno, “In vivo three-dimensional birefringence analysis shows collagen differences between young and old photo-aged human skin,” J. Invest. Dermatol.128(7), 1641–1647 (2008). [CrossRef] [PubMed]
- S. Sakai, M. Yamanari, A. Miyazawa, M. Matsumoto, N. Nakagawa, T. Sugawara, K. Kawabata, T. Yatagai, and Y. Yasuno, “In vivo three-dimensional birefringence analysis shows collagen differences between young and old photo-aged human skin,” J. Invest. Dermatol.128(7), 1641–1647 (2008). [CrossRef] [PubMed]
- S. Sakai, M. Yamanari, A. Miyazawa, M. Matsumoto, N. Nakagawa, T. Sugawara, K. Kawabata, T. Yatagai, and Y. Yasuno, “In vivo three-dimensional birefringence analysis shows collagen differences between young and old photo-aged human skin,” J. Invest. Dermatol.128(7), 1641–1647 (2008). [CrossRef] [PubMed]
- R. J. Zawadzki, A. R. Fuller, S. S. Choi, D. F. Wiley, B. Hamann, and J. S. Werner, “Correction of motion artifacts and scanning beam distortions in 3D ophthalmic optical coherence tomography imaging,” Proc. SPIE6426, 642607 (2007). [CrossRef]
- H. Morsy, S. Kamp, L. Thrane, N. Behrendt, B. Saunder, H. Zayan, E. A. Elmagid, and G. B. Jemec, “Optical coherence tomography imaging of psoriasis vulgaris: correlation with histology and disease severity,” Arch. Dermatol. Res.302(2), 105–111 (2010). [CrossRef] [PubMed]
- E. Z. Zhang, B. Povazay, J. Laufer, A. Alex, B. Hofer, B. Pedley, C. Glittenberg, B. Treeby, B. Cox, P. Beard, and W. Drexler, “Multimodal photoacoustic and optical coherence tomography scanner using an all optical detection scheme for 3D morphological skin imaging,” Biomed. Opt. Express2(8), 2202–2215 (2011). [CrossRef] [PubMed]
- Y. M. Zhu, S. M. Cochoff, and R. Sukalac, “Automatic patient table removal in CT images,” J. Digit. Imaging (2012), 6 pages, online first. [PubMed]
Arch. Dermatol. Res.
- T. Gambichler, V. Jaedicke, and S. Terras, “Optical coherence tomography in dermatology: technical and clinical aspects,” Arch. Dermatol. Res.303(7), 457–473 (2011). [CrossRef] [PubMed]
- H. Morsy, S. Kamp, L. Thrane, N. Behrendt, B. Saunder, H. Zayan, E. A. Elmagid, and G. B. Jemec, “Optical coherence tomography imaging of psoriasis vulgaris: correlation with histology and disease severity,” Arch. Dermatol. Res.302(2), 105–111 (2010). [CrossRef] [PubMed]
Biomed. Opt. Express
- J. Enfield, E. Jonathan, and M. Leahy, “In vivo imaging of the microcirculation of the volar forearm using correlation mapping optical coherence tomography (cmOCT),” Biomed. Opt. Express2(5), 1184–1193 (2011). [CrossRef] [PubMed]
- E. Z. Zhang, B. Povazay, J. Laufer, A. Alex, B. Hofer, B. Pedley, C. Glittenberg, B. Treeby, B. Cox, P. Beard, and W. Drexler, “Multimodal photoacoustic and optical coherence tomography scanner using an all optical detection scheme for 3D morphological skin imaging,” Biomed. Opt. Express2(8), 2202–2215 (2011). [CrossRef] [PubMed]
- B. Antony, M. D. Abràmoff, L. Tang, W. D. Ramdas, J. R. Vingerling, N. M. Jansonius, K. Lee, Y. H. Kwon, M. Sonka, and M. K. Garvin, “Automated 3-D method for the correction of axial artifacts in spectral-domain optical coherence tomography images,” Biomed. Opt. Express2(8), 2403–2416 (2011). [CrossRef] [PubMed]
- M. F. Kraus, B. Potsaid, M. A. Mayer, R. Bock, B. Baumann, J. J. Liu, J. Hornegger, and J. G. Fujimoto, “Motion correction in optical coherence tomography volumes on a per A-scan basis using orthogonal scan patterns,” Biomed. Opt. Express3(6), 1182–1199 (2012). [CrossRef]
BMJ
- A. Bayat, D. A. McGrouther, and M. W. J. Ferguson, “Skin scarring,” BMJ326(7380), 88–92 (2003). [CrossRef] [PubMed]
Br. J. Dermatol.
- M. Mogensen, B. M. Nürnberg, J. L. Forman, J. B. Thomsen, L. Thrane, and G. B. Jemec, “In vivo thickness measurement of basal cell carcinoma and actinic keratosis with optical coherence tomography and 20-MHz ultrasound,” Br. J. Dermatol.160(5), 1026–1033 (2009). [CrossRef] [PubMed]
Clin. Exp. Dermatol.
- T. Gambichler, B. Künzlberger, V. Paech, A. Kreuter, S. Boms, A. Bader, G. Moussa, M. Sand, P. Altmeyer, and K. Hoffmann, “UVA1 and UVB irradiated skin investigated by optical coherence tomography in vivo: a preliminary study,” Clin. Exp. Dermatol.30(1), 79–82 (2005). [CrossRef] [PubMed]
Commun. ACM
- R. O. Duda and P. E. Hart, “Use of the Hough transformation to detect lines and curves in pictures,” Commun. ACM15(1), 11–15 (1972). [CrossRef]
Dermatol. Surg.
- M. Mogensen, T. M. Joergensen, B. M. Nürnberg, H. A. Morsy, J. B. Thomsen, L. Thrane, and G. B. E. Jemec, “Assessment of optical coherence tomography imaging in the diagnosis of non-melanoma skin cancer and benign lesions versus normal skin: observer-blinded evaluation by dermatologists and pathologists,” Dermatol. Surg.35(6), 965–972 (2009). [CrossRef] [PubMed]
Dermatology
- T. Hinz, L. K. Ehler, H. Voth, I. Fortmeier, T. Hoeller, T. Hornung, and M. H. Schmid-Wendtner, “Assessment of tumor thickness in melanocytic skin lesions: comparison of optical coherence tomography, 20-MHz ultrasound and histopathology,” Dermatology223(2), 161–168 (2011). [CrossRef] [PubMed]
- M. Mogensen, H. A. Morsy, L. Thrane, and G. B. E. Jemec, “Morphology and epidermal thickness of normal skin imaged by optical coherence tomography,” Dermatology217(1), 14–20 (2008). [CrossRef] [PubMed]
IEEE Trans. Image Process.
- G. K. Rohde, A. Aldroubi, and D. M. Healy., “Interpolation artifacts in sub-pixel image registration,” IEEE Trans. Image Process.18(2), 333–345 (2009). [CrossRef] [PubMed]
IEEE Trans. Med. Imaging
- G. P. Penney, J. Weese, J. A. Little, P. Desmedt, D. L. G. Hill, and D. J. Hawkes, “A comparison of similarity measures for use in 2-D-3-D medical image registration,” IEEE Trans. Med. Imaging17(4), 586–595 (1998). [CrossRef] [PubMed]
- R. A. McLaughlin, J. Hipwell, D. J. Hawkes, J. A. Noble, J. V. Byrne, and T. C. Cox, “A comparison of a similarity-based and a feature-based 2-D-3-D registration method for neurointerventional use,” IEEE Trans. Med. Imaging24(8), 1058–1066 (2005). [CrossRef] [PubMed]
J. Am. Acad. Dermatol.
- J. Welzel, E. Lankenau, R. Birngruber, and R. Engelhardt, “Optical coherence tomography of the human skin,” J. Am. Acad. Dermatol.37(6), 958–963 (1997). [CrossRef] [PubMed]
J. Biomed. Opt.
- A. Alex, B. Povazay, B. Hofer, S. Popov, C. Glittenberg, S. Binder, and W. Drexler, “Multispectral in vivo three-dimensional optical coherence tomography of human skin,” J. Biomed. Opt.15(2), 026025 (2010). [CrossRef] [PubMed]
- M. W. Jenkins, O. Q. Chughtai, A. N. Basavanhally, M. Watanabe, and A. M. Rollins, “In vivo gated 4D imaging of the embryonic heart using optical coherence tomography,” J. Biomed. Opt.12(3), 030505 (2007). [CrossRef] [PubMed]
- T. M. Jørgensen, J. Thomadsen, U. Christensen, W. Soliman, and B. Sander, “Enhancing the signal-to-noise ratio in ophthalmic optical coherence tomography by image registration—method and clinical examples,” J. Biomed. Opt.12(4), 041208 (2007). [CrossRef] [PubMed]
- Y. M. Liew, R. A. McLaughlin, F. M. Wood, and D. D. Sampson, “Reduction of image artifacts in three-dimensional optical coherence tomography of skin in vivo,” J. Biomed. Opt.16(11), 116018 (2011). [CrossRef] [PubMed]
J. Digit. Imaging
- Y. M. Zhu, S. M. Cochoff, and R. Sukalac, “Automatic patient table removal in CT images,” J. Digit. Imaging (2012), 6 pages, online first. [PubMed]
J. Invest. Dermatol.
- S. Sakai, M. Yamanari, A. Miyazawa, M. Matsumoto, N. Nakagawa, T. Sugawara, K. Kawabata, T. Yatagai, and Y. Yasuno, “In vivo three-dimensional birefringence analysis shows collagen differences between young and old photo-aged human skin,” J. Invest. Dermatol.128(7), 1641–1647 (2008). [CrossRef] [PubMed]
J. Med. Life
- A. M. Forsea, E. M. Carstea, L. Ghervase, C. Giurcaneanu, and G. Pavelescu, “Clinical application of optical coherence tomography for the imaging of non-melanocytic cutaneous tumors: a pilot multi-modal study,” J. Med. Life3(4), 381–389 (2010). [PubMed]
Med. Laser Appl.
- R. Steiner, K. Kunzi-Rapp, and K. Scharffetter-Kochanek, “Optical coherence tomography: clinical applications in dermatology,” Med. Laser Appl.18(3), 249–259 (2003). [CrossRef]
Opt. Express
- W. Kang, H. Wang, Z. Wang, M. W. Jenkins, G. A. Isenberg, A. Chak, and A. M. Rollins, “Motion artifacts associated with in vivo endoscopic OCT images of the esophagus,” Opt. Express19(21), 20722–20735 (2011). [CrossRef] [PubMed]
- R. A. McLaughlin, J. J. Armstrong, S. Becker, J. H. Walsh, A. Jain, D. R. Hillman, P. R. Eastwood, and D. D. Sampson, “Respiratory gating of anatomical optical coherence tomography images of the human airway,” Opt. Express17(8), 6568–6577 (2009). [CrossRef] [PubMed]
- T. Klein, W. Wieser, C. M. Eigenwillig, B. R. Biedermann, and R. Huber, “Megahertz OCT for ultrawide-field retinal imaging with a 1050 nm Fourier domain mode-locked laser,” Opt. Express19(4), 3044–3062 (2011). [CrossRef] [PubMed]
- Y. Li, G. Gregori, R. W. Knighton, B. J. Lujan, and P. J. Rosenfeld, “Registration of OCT fundus images with color fundus photographs based on blood vessel ridges,” Opt. Express19(1), 7–16 (2011). [CrossRef] [PubMed]
Pathol. Res. Pract.
- T. Amadeu, A. Braune, C. Mandarim-de-Lacerda, L. C. Porto, A. Desmoulière, and A. Costa, “Vascularization pattern in hypertrophic scars and keloids: a stereological analysis,” Pathol. Res. Pract.199(7), 469–473 (2003). [CrossRef] [PubMed]
Pharm. Res.
- S. A. Coulman, J. C. Birchall, A. Alex, M. Pearton, B. Hofer, C. O’Mahony, W. Drexler, and B. Považay, “In vivo, in situ imaging of microneedle insertion into the skin of human volunteers using optical coherence tomography,” Pharm. Res.28(1), 66–81 (2011). [CrossRef] [PubMed]
Phys. Med. Biol.
- D. L. G. Hill, P. G. Batchelor, M. Holden, and D. J. Hawkes, “Medical image registration,” Phys. Med. Biol.46(3), R1–R45 (2001). [CrossRef] [PubMed]
Proc. SPIE
- R. J. Zawadzki, A. R. Fuller, S. S. Choi, D. F. Wiley, B. Hamann, and J. S. Werner, “Correction of motion artifacts and scanning beam distortions in 3D ophthalmic optical coherence tomography imaging,” Proc. SPIE6426, 642607 (2007). [CrossRef]
Semin. Cutan. Med. Surg.
- M. Mogensen, L. Thrane, T. M. Joergensen, P. E. Andersen, and G. B. E. Jemec, “Optical coherence tomography for imaging of skin and skin diseases,” Semin. Cutan. Med. Surg.28(3), 196–202 (2009). [CrossRef] [PubMed]
SIAM J. Optim.
- R. M. Lewis and V. Torczon, “Pattern search algorithms for bound constrained minimization,” SIAM J. Optim.9(4), 1082–1099 (1999). [CrossRef]
Skin Res. Technol.
- C. Salvini, D. Massi, A. Cappetti, M. Stante, P. Cappugi, P. Fabbri, and P. Carli, “Application of optical coherence tomography in non-invasive characterization of skin vascular lesions,” Skin Res. Technol.14(1), 89–92 (2008). [PubMed]
Ultrasound Med. Biol.
- S. Golemati, J. Stoitsis, E. G. Sifakis, T. Balkizas, and K. S. Nikita, “Using the Hough transform to segment ultrasound images of longitudinal and transverse sections of the carotid artery,” Ultrasound Med. Biol.33(12), 1918–1932 (2007). [CrossRef] [PubMed]
Other
- S. Ricco, M. Chen, H. Ishikawa, G. Wollstein, and J. Schuman, “Correcting motion artifacts in retinal spectral domain optical coherence tomography via image registration,” in Medical Image Computing and Computer-Assisted Intervention—MICCAI 2009 (Springer, 2009), pp. 100–107.
- E. R. Davies, Machine Vision: Theory, Algorithms, Practicalities, 3rd ed. (Academic, 2005), Chap. 9.
2012, Zhu, J. Digit. Imaging
- Y. M. Zhu, S. M. Cochoff, and R. Sukalac, “Automatic patient table removal in CT images,” J. Digit. Imaging (2012), 6 pages, online first. [PubMed]
- E. Z. Zhang, B. Povazay, J. Laufer, A. Alex, B. Hofer, B. Pedley, C. Glittenberg, B. Treeby, B. Cox, P. Beard, and W. Drexler, “Multimodal photoacoustic and optical coherence tomography scanner using an all optical detection scheme for 3D morphological skin imaging,” Biomed. Opt. Express2(8), 2202–2215 (2011). [CrossRef] [PubMed]
- B. Antony, M. D. Abràmoff, L. Tang, W. D. Ramdas, J. R. Vingerling, N. M. Jansonius, K. Lee, Y. H. Kwon, M. Sonka, and M. K. Garvin, “Automated 3-D method for the correction of axial artifacts in spectral-domain optical coherence tomography images,” Biomed. Opt. Express2(8), 2403–2416 (2011). [CrossRef] [PubMed]
- Y. M. Liew, R. A. McLaughlin, F. M. Wood, and D. D. Sampson, “Reduction of image artifacts in three-dimensional optical coherence tomography of skin in vivo,” J. Biomed. Opt.16(11), 116018 (2011). [CrossRef] [PubMed]
- T. Gambichler, V. Jaedicke, and S. Terras, “Optical coherence tomography in dermatology: technical and clinical aspects,” Arch. Dermatol. Res.303(7), 457–473 (2011). [CrossRef] [PubMed]
- S. A. Coulman, J. C. Birchall, A. Alex, M. Pearton, B. Hofer, C. O’Mahony, W. Drexler, and B. Považay, “In vivo, in situ imaging of microneedle insertion into the skin of human volunteers using optical coherence tomography,” Pharm. Res.28(1), 66–81 (2011). [CrossRef] [PubMed]
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