Deep learned phase mask for single image depth estimation and 3D scanning
Haim H, Elmalem S, Giryes R, Bronstein AM, Marom E. 2018. Deep learned phase mask for single image depth estimation and 3D scanning. Imaging and Applied Optics 2018 (3D, AO, AIO, COSI, DH, IS, LACSEA, LS&C, MATH, pcAOP). COSI: Computational Optical Sensing and Imaging vol. Part F99-COSI 2018, CW3B.3.
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Conference Paper
| Published
| English
Scopus indexed
Author
Haim, Harel;
Elmalem, Shay;
Giryes, Raja;
Bronstein, Alex M.ISTA
;
Marom, Emanuel

Abstract
Single image depth estimation is achieved using computational imaging and Deep Learning (DL). Imaging with phase-mask is also modeled as a DL-layer, and the mask and DL parameters are jointly designed using labeled data.
Publishing Year
Date Published
2018-06-01
Proceedings Title
Imaging and Applied Optics 2018 (3D, AO, AIO, COSI, DH, IS, LACSEA, LS&C, MATH, pcAOP)
Publisher
OSA
Volume
Part F99-COSI 2018
Article Number
CW3B.3
Conference
COSI: Computational Optical Sensing and Imaging
Conference Location
Orlando, FL, United States
Conference Date
2018-06-25 – 2018-06-28
ISBN
IST-REx-ID
Cite this
Haim H, Elmalem S, Giryes R, Bronstein AM, Marom E. Deep learned phase mask for single image depth estimation and 3D scanning. In: Imaging and Applied Optics 2018 (3D, AO, AIO, COSI, DH, IS, LACSEA, LS&C, MATH, PcAOP). Vol Part F99-COSI 2018. OSA; 2018. doi:10.1364/cosi.2018.cw3b.3
Haim, H., Elmalem, S., Giryes, R., Bronstein, A. M., & Marom, E. (2018). Deep learned phase mask for single image depth estimation and 3D scanning. In Imaging and Applied Optics 2018 (3D, AO, AIO, COSI, DH, IS, LACSEA, LS&C, MATH, pcAOP) (Vol. Part F99-COSI 2018). Orlando, FL, United States: OSA. https://doi.org/10.1364/cosi.2018.cw3b.3
Haim, Harel, Shay Elmalem, Raja Giryes, Alex M. Bronstein, and Emanuel Marom. “Deep Learned Phase Mask for Single Image Depth Estimation and 3D Scanning.” In Imaging and Applied Optics 2018 (3D, AO, AIO, COSI, DH, IS, LACSEA, LS&C, MATH, PcAOP), Vol. Part F99-COSI 2018. OSA, 2018. https://doi.org/10.1364/cosi.2018.cw3b.3.
H. Haim, S. Elmalem, R. Giryes, A. M. Bronstein, and E. Marom, “Deep learned phase mask for single image depth estimation and 3D scanning,” in Imaging and Applied Optics 2018 (3D, AO, AIO, COSI, DH, IS, LACSEA, LS&C, MATH, pcAOP), Orlando, FL, United States, 2018, vol. Part F99-COSI 2018.
Haim H, Elmalem S, Giryes R, Bronstein AM, Marom E. 2018. Deep learned phase mask for single image depth estimation and 3D scanning. Imaging and Applied Optics 2018 (3D, AO, AIO, COSI, DH, IS, LACSEA, LS&C, MATH, pcAOP). COSI: Computational Optical Sensing and Imaging vol. Part F99-COSI 2018, CW3B.3.
Haim, Harel, et al. “Deep Learned Phase Mask for Single Image Depth Estimation and 3D Scanning.” Imaging and Applied Optics 2018 (3D, AO, AIO, COSI, DH, IS, LACSEA, LS&C, MATH, PcAOP), vol. Part F99-COSI 2018, CW3B.3, OSA, 2018, doi:10.1364/cosi.2018.cw3b.3.