Home > Publications database > VolRAFT: Volumetric Optical Flow Network for Digital Volume Correlation of Synchrotron Radiation-based Micro-CT Images of Bone-Implant Interfaces > print

001     617174
005     20250723172637.0
020 _ _ |a 979-8-3503-6547-4
024 7 _ |a 10.1109/CVPRW63382.2024.00010
|2 doi
024 7 _ |a 10.3204/PUBDB-2024-06635
|2 datacite_doi
024 7 _ |a openalex:W4402917071
|2 openalex
037 _ _ |a PUBDB-2024-06635
041 _ _ |a English
100 1 _ |a Wong, Tak Ming
|0 P:(DE-H253)PIP1106508
|b 0
|e Corresponding author
111 2 _ |a 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops
|g (CVPRW)
|c Seattle
|d 2024-06-17 - 2024-06-18
|w USA
245 _ _ |a VolRAFT: Volumetric Optical Flow Network for Digital Volume Correlation of Synchrotron Radiation-based Micro-CT Images of Bone-Implant Interfaces
260 _ _ |a Piscataway, NJ
|c 2024
|b IEEE
295 1 0 |a [Ebook] 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition workshops : CVPRW 2024 : Seattle, Washington, USA, 16-22 June 2024 : proceedings / , Piscataway, NJ : IEEE, 2024,
300 _ _ |a 53 - 62
336 7 _ |a CONFERENCE_PAPER
|2 ORCID
336 7 _ |a Conference Paper
|0 33
|2 EndNote
336 7 _ |a INPROCEEDINGS
|2 BibTeX
336 7 _ |a conferenceObject
|2 DRIVER
336 7 _ |a Output Types/Conference Paper
|2 DataCite
336 7 _ |a Contribution to a conference proceedings
|b contrib
|m contrib
|0 PUB:(DE-HGF)8
|s 1736343799_3463986
|2 PUB:(DE-HGF)
336 7 _ |a Contribution to a book
|0 PUB:(DE-HGF)7
|2 PUB:(DE-HGF)
|m contb
520 _ _ |a In materials science research, digital volume correlation (DVC) analysis is commonly used to track deformations and strains to elucidate morphology-function relationships. Optical flow-based DVC is particularly popular because of its robustness to estimate the correlation as a dense deformation vector. Recently, computer vision researchers showed that network-based optical flow approaches can outperform classical iterative optical flow approaches. In this paper, we propose a supervised machine learning approach for digital volume correlation, VolRAFT, that estimates the 3D displacement vector between the reference volume and the deformed volume. The proposed approach extends the state-of-the-art network-based optical flow method, RAFT, from 2D images to 3D volumes such that it predicts the volumetric displacement vector from the input volume pairs. Experiments show that the proposed network performs well in estimating different displacement fields when compared to cutting-edge iterative DVC methods for bone-implant materials based on high resolution synchrotron-radiation micro-computed tomography imaging data.
536 _ _ |a 6G3 - PETRA III (DESY) (POF4-6G3)
|0 G:(DE-HGF)POF4-6G3
|c POF4-6G3
|f POF IV
|x 0
536 _ _ |a 05D23CG1 - Verbundprojekt 05D2022 - KI4D4E: Ein KI-basiertes Framework für die Visualisierung und Auswertung der massiven Datenmengen der 4D-Tomographie für Endanwender von Beamlines. Teilprojekt 7. (BMBF-05D23CG1)
|0 G:(DE-Ds200)BMBF-05D23CG1
|c BMBF-05D23CG1
|f 05D23CG1
|x 1
536 _ _ |a FS-Proposal: I-20180109 (I-20180109)
|0 G:(DE-H253)I-20180109
|c I-20180109
|x 2
588 _ _ |a Dataset connected to CrossRef Conference
693 _ _ |a PETRA III
|f PETRA Beamline P05
|1 EXP:(DE-H253)PETRAIII-20150101
|0 EXP:(DE-H253)P-P05-20150101
|6 EXP:(DE-H253)P-P05-20150101
|x 0
700 1 _ |a Moosmann, Julian
|0 P:(DE-H253)PIP1030371
|b 1
700 1 _ |a Zeller-Plumhoff, Berit
|0 P:(DE-H253)PIP1031548
|b 2
|e Corresponding author
773 _ _ |a 10.1109/CVPRW63382.2024.00010
856 4 _ |u https://openaccess.thecvf.com/content/CVPR2024W/CV4MS/html/Wong_VolRAFT_Volumetric_Optical_Flow_Network_for_Digital_Volume_Correlation_of_CVPRW_2024_paper.html
856 4 _ |u https://bib-pubdb1.desy.de/record/617174/files/VolRAFT_Volumetric_Optical_Flow_Network_for_Digital_Volume_Correlation_of_Synchrotron_Radiation-based_Micro-CT_Images_of_Bone-Implant_Interfaces.pdf
|y Restricted
856 4 _ |u https://bib-pubdb1.desy.de/record/617174/files/VolRAFT_open_access.pdf
|y OpenAccess
856 4 _ |u https://bib-pubdb1.desy.de/record/617174/files/VolRAFT_Volumetric_Optical_Flow_Network_for_Digital_Volume_Correlation_of_Synchrotron_Radiation-based_Micro-CT_Images_of_Bone-Implant_Interfaces.pdf?subformat=pdfa
|x pdfa
|y Restricted
856 4 _ |u https://bib-pubdb1.desy.de/record/617174/files/VolRAFT_open_access.pdf?subformat=pdfa
|x pdfa
|y OpenAccess
909 C O |o oai:bib-pubdb1.desy.de:617174
|p openaire
|p open_access
|p VDB
|p driver
|p dnbdelivery
910 1 _ |a External Institute
|0 I:(DE-HGF)0
|k Extern
|b 0
|6 P:(DE-H253)PIP1106508
910 1 _ |a Helmholtz-Zentrum Hereon
|0 I:(DE-588b)1231250402
|k Hereon
|b 0
|6 P:(DE-H253)PIP1106508
910 1 _ |a Helmholtz-Zentrum Geesthacht
|0 I:(DE-588b)16087541-9
|k HZG
|b 1
|6 P:(DE-H253)PIP1030371
910 1 _ |a Helmholtz-Zentrum Hereon
|0 I:(DE-588b)1231250402
|k Hereon
|b 1
|6 P:(DE-H253)PIP1030371
910 1 _ |a Helmholtz-Zentrum Geesthacht
|0 I:(DE-588b)16087541-9
|k HZG
|b 2
|6 P:(DE-H253)PIP1031548
910 1 _ |a Helmholtz-Zentrum Hereon
|0 I:(DE-588b)1231250402
|k Hereon
|b 2
|6 P:(DE-H253)PIP1031548
913 1 _ |a DE-HGF
|b Forschungsbereich Materie
|l Großgeräte: Materie
|1 G:(DE-HGF)POF4-6G0
|0 G:(DE-HGF)POF4-6G3
|3 G:(DE-HGF)POF4
|2 G:(DE-HGF)POF4-600
|4 G:(DE-HGF)POF
|v PETRA III (DESY)
|x 0
914 1 _ |y 2024
915 _ _ |a OpenAccess
|0 StatID:(DE-HGF)0510
|2 StatID
920 1 _ |0 I:(DE-H253)Hereon-20210428
|k Hereon
|l Helmholtz-Zentrum Hereon
|x 0
920 1 _ |0 I:(DE-H253)HAS-User-20120731
|k DOOR ; HAS-User
|l DOOR-User
|x 1
980 _ _ |a contrib
980 _ _ |a VDB
980 _ _ |a UNRESTRICTED
980 _ _ |a contb
980 _ _ |a I:(DE-H253)Hereon-20210428
980 _ _ |a I:(DE-H253)HAS-User-20120731
980 1 _ |a FullTexts

LibraryCollectionCLSMajorCLSMinorLanguageAuthor
Marc 21