Unsupervised metal artifacts reduction network for CT images based on efficient transformer
Saved in:
Published in | Biomedical signal processing and control Vol. 89; p. 105753 |
---|---|
Main Authors | , , , , , , , |
Format | Journal Article |
Language | English |
Published |
01.03.2024
|
Online Access | Get full text |
Cover
Loading…
ArticleNumber | 105753 |
---|---|
Author | Zhu, Linlin Fu, Huijuan Tan, Siyu Liu, Mengnan Xi, Xiaoqi Yan, Bin Han, Yu Li, Lei |
Author_xml | – sequence: 1 givenname: Linlin orcidid: 0000-0001-8932-9758 surname: Zhu fullname: Zhu, Linlin – sequence: 2 givenname: Yu surname: Han fullname: Han, Yu – sequence: 3 givenname: Xiaoqi surname: Xi fullname: Xi, Xiaoqi – sequence: 4 givenname: Lei surname: Li fullname: Li, Lei – sequence: 5 givenname: Mengnan surname: Liu fullname: Liu, Mengnan – sequence: 6 givenname: Huijuan surname: Fu fullname: Fu, Huijuan – sequence: 7 givenname: Siyu surname: Tan fullname: Tan, Siyu – sequence: 8 givenname: Bin surname: Yan fullname: Yan, Bin |
BookMark | eNotkM1OwzAQhH0oEm3hBTj5BRJsx4njI4r4kypxaU8cLP-sUULjVLYL4u1J1J5W2p1ZzXwbtApTAIQeKCkpoc3jUJp0siUjrJoXtairFVpTwZuiJZLfok1KAyG8FZSv0echpPMJ4k-fwOERsj5iHXPvtc0JR3Bnm_sp4AD5d4rf2E8Rd3vcj_oLEjZ6cc1n8L63PYSMc9QhzaoR4h268fqY4P46t-jw8rzv3ordx-t797QrLJVtLoRkDbFSG9kab2pBrWTac-EYrXnDdCVl7Sy0DTjDjbZUOEPM3MUKbYjj1Raxy18bp5QieHWKc8D4pyhRCxI1qAWJWpCoC5LqHw5bXDg |
Cites_doi | 10.1177/016173468400600107 10.1109/ACCESS.2020.3002090 10.1109/TMI.2020.3025064 10.2307/3578630 10.1109/TMI.2021.3101363 10.1002/mp.13199 10.1088/0031-9155/46/7/307 10.1148/radiology.164.2.3602406 10.1109/TCI.2019.2937221 10.1148/radiol.11101782 10.1088/0031-9155/60/3/1047 10.1088/0031-9155/54/21/009 10.1109/TMI.2019.2933425 10.1118/1.4762567 10.3390/s21248164 10.1118/1.3484090 10.1118/1.4901553 10.1118/1.4794474 10.1118/1.4812424 10.1118/1.3505294 10.1146/annurev-bioeng-121813-113601 10.1117/1.JMI.5.3.036501 10.1097/00004728-199703000-00024 10.1109/ACCESS.2016.2608621 10.1016/0022-5193(70)90109-8 10.1109/TMI.1982.4307558 10.1002/mp.15633 10.1088/1361-6560/ac1156 |
ContentType | Journal Article |
DBID | AAYXX CITATION |
DOI | 10.1016/j.bspc.2023.105753 |
DatabaseName | CrossRef |
DatabaseTitle | CrossRef |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Engineering |
ExternalDocumentID | 10_1016_j_bspc_2023_105753 |
GroupedDBID | --- --K --M .~1 0R~ 1B1 1~. 1~5 23N 4.4 457 4G. 5GY 5VS 6J9 7-5 71M 8P~ AACTN AAEDT AAEDW AAIKJ AAKOC AALRI AAOAW AAQFI AAXKI AAXUO AAYFN AAYXX ABBOA ABFNM ABFRF ABJNI ABMAC ABXDB ACDAQ ACGFO ACGFS ACNNM ACRLP ACZNC ADBBV ADEZE ADMUD ADTZH AEBSH AECPX AEFWE AEKER AENEX AFJKZ AFKWA AFTJW AGHFR AGUBO AGYEJ AHJVU AHZHX AIALX AIEXJ AIKHN AITUG AJOXV AKRWK ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOUOD AXJTR BJAXD BKOJK BLXMC CITATION CS3 DU5 EBS EFJIC EJD EO8 EO9 EP2 EP3 F5P FDB FIRID FNPLU FYGXN G-Q GBLVA GBOLZ HZ~ IHE J1W JJJVA KOM M41 MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 RIG ROL RPZ SDF SDG SES SPC SPCBC SST SSV SSZ T5K UNMZH ~G- |
ID | FETCH-LOGICAL-c198t-79260c9ab98bfb571c92af47d215462a3995dce86edb4bac17db0b809c7ab0d43 |
ISSN | 1746-8094 |
IngestDate | Thu Sep 26 18:05:57 EDT 2024 |
IsPeerReviewed | true |
IsScholarly | true |
Language | English |
LinkModel | OpenURL |
MergedId | FETCHMERGED-LOGICAL-c198t-79260c9ab98bfb571c92af47d215462a3995dce86edb4bac17db0b809c7ab0d43 |
ORCID | 0000-0001-8932-9758 |
ParticipantIDs | crossref_primary_10_1016_j_bspc_2023_105753 |
PublicationCentury | 2000 |
PublicationDate | 2024-03-00 |
PublicationDateYYYYMMDD | 2024-03-01 |
PublicationDate_xml | – month: 03 year: 2024 text: 2024-03-00 |
PublicationDecade | 2020 |
PublicationTitle | Biomedical signal processing and control |
PublicationYear | 2024 |
References | Dosovitskiy (10.1016/j.bspc.2023.105753_b42) 2021 Wang (10.1016/j.bspc.2023.105753_b29) 2022 Liao (10.1016/j.bspc.2023.105753_b33) 2020; 39 Luo (10.1016/j.bspc.2023.105753_b38) 2016 Strudel (10.1016/j.bspc.2023.105753_b41) 2021 Gjesteby (10.1016/j.bspc.2023.105753_b6) 2016; 4 Gordon (10.1016/j.bspc.2023.105753_b14) 1971; 29 Park (10.1016/j.bspc.2023.105753_b23) 2017 Ghani (10.1016/j.bspc.2023.105753_b24) 2020; 6 Yu (10.1016/j.bspc.2023.105753_b2) 2021; 40 Müller (10.1016/j.bspc.2023.105753_b9) 2009 Wang (10.1016/j.bspc.2023.105753_b11) 2013; 40 Wang (10.1016/j.bspc.2023.105753_b27) 2021; 66 Wang (10.1016/j.bspc.2023.105753_b31) 2023 Shi (10.1016/j.bspc.2023.105753_b32) 2022 Ginat (10.1016/j.bspc.2023.105753_b1) 2014; 16 Zhang (10.1016/j.bspc.2023.105753_b12) 2013; 40 Meng (10.1016/j.bspc.2023.105753_b4) 2010; 37 Park (10.1016/j.bspc.2023.105753_b5) 2018; 45 Lee (10.1016/j.bspc.2023.105753_b36) 2021; 40 Gjesteby (10.1016/j.bspc.2023.105753_b21) 2017 Huang (10.1016/j.bspc.2023.105753_b7) 2015; 60 Wagner (10.1016/j.bspc.2023.105753_b45) 1993; 136 Meyer (10.1016/j.bspc.2023.105753_b8) 2010; 37 Boas (10.1016/j.bspc.2023.105753_b16) 2011; 259 Nakao (10.1016/j.bspc.2023.105753_b34) 2020; 8 Robertson (10.1016/j.bspc.2023.105753_b18) 1997; 21 Claus (10.1016/j.bspc.2023.105753_b22) 2017 Wolf (10.1016/j.bspc.2023.105753_b40) 2020 Zhu (10.1016/j.bspc.2023.105753_b25) 2021; 21 Wang (10.1016/j.bspc.2023.105753_b28) 2021 Beekman (10.1016/j.bspc.2023.105753_b19) 2001; 46 Toftegaard (10.1016/j.bspc.2023.105753_b13) 2014; 41 Jolicoeur-Martineau (10.1016/j.bspc.2023.105753_b43) 2018 Zhao (10.1016/j.bspc.2023.105753_b37) 2021 Kalender (10.1016/j.bspc.2023.105753_b3) 1987; 164 Andersen (10.1016/j.bspc.2023.105753_b15) 1984; 6 Vaswani (10.1016/j.bspc.2023.105753_b39) 2017 Yan (10.1016/j.bspc.2023.105753_b44) 2018; 5 Zhu (10.1016/j.bspc.2023.105753_b35) 2017 Van Slambrouck (10.1016/j.bspc.2023.105753_b20) 2012; 39 Niu (10.1016/j.bspc.2023.105753_b30) 2020 Prell (10.1016/j.bspc.2023.105753_b10) 2009; 54 Shepp (10.1016/j.bspc.2023.105753_b17) 1982; 1 Lin (10.1016/j.bspc.2023.105753_b26) 2019 |
References_xml | – volume: 6 start-page: 81 year: 1984 ident: 10.1016/j.bspc.2023.105753_b15 article-title: Simultaneous algebraic reconstruction technique (SART): A superior implementation of the ART algorithm publication-title: Ultrason. Imaging doi: 10.1177/016173468400600107 contributor: fullname: Andersen – volume: 8 start-page: 109453 year: 2020 ident: 10.1016/j.bspc.2023.105753_b34 article-title: Regularized three-dimensional generative adversarial nets for unsupervised metal artifact reduction in head and Neck CT Images publication-title: IEEE Access doi: 10.1109/ACCESS.2020.3002090 contributor: fullname: Nakao – volume: 40 start-page: 228 issue: 1 year: 2021 ident: 10.1016/j.bspc.2023.105753_b2 article-title: Deep sinogram completion with image prior for metal artifact reduction in CT images publication-title: IEEE Trans. Med. Imaging doi: 10.1109/TMI.2020.3025064 contributor: fullname: Yu – volume: 136 start-page: 305 issue: 2 year: 1993 ident: 10.1016/j.bspc.2023.105753_b45 article-title: Phantoms and computational models in Therapy, Diagnosis and Protection publication-title: Radiat. Res. doi: 10.2307/3578630 contributor: fullname: Wagner – volume: 40 start-page: 3932 issue: 12 year: 2021 ident: 10.1016/j.bspc.2023.105753_b36 article-title: Unsupervised CT metal artifact learning using attention-guided β -CycleGAN publication-title: IEEE Trans. Med. Imaging doi: 10.1109/TMI.2021.3101363 contributor: fullname: Lee – volume: 45 start-page: 5376 issue: 12 year: 2018 ident: 10.1016/j.bspc.2023.105753_b5 article-title: CT sinogram-consistency learning for metal-induced beam hardening correction publication-title: Med. Phys. doi: 10.1002/mp.13199 contributor: fullname: Park – year: 2017 ident: 10.1016/j.bspc.2023.105753_b39 article-title: Attention is all you need contributor: fullname: Vaswani – volume: 46 start-page: 1835 issue: 7 year: 2001 ident: 10.1016/j.bspc.2023.105753_b19 article-title: Ordered subset reconstruction for X-Ray CT publication-title: Phys. Med. Biol. doi: 10.1088/0031-9155/46/7/307 contributor: fullname: Beekman – volume: 164 start-page: 576 issue: 2 year: 1987 ident: 10.1016/j.bspc.2023.105753_b3 article-title: Reduction of CT artifacts caused by metallic implants publication-title: Radiology doi: 10.1148/radiology.164.2.3602406 contributor: fullname: Kalender – start-page: 72581Y year: 2009 ident: 10.1016/j.bspc.2023.105753_b9 contributor: fullname: Müller – volume: 6 start-page: 181 year: 2020 ident: 10.1016/j.bspc.2023.105753_b24 article-title: Fast enhanced CT metal artifact reduction using data domain deep learning publication-title: IEEE Trans. Comput. Imaging doi: 10.1109/TCI.2019.2937221 contributor: fullname: Ghani – start-page: 2242 year: 2017 ident: 10.1016/j.bspc.2023.105753_b35 article-title: Unpaired image-to-image translation using cycle-consistent adversarial networks contributor: fullname: Zhu – volume: 259 start-page: 894 issue: 3 year: 2011 ident: 10.1016/j.bspc.2023.105753_b16 article-title: Evaluation of two iterative techniques for reducing metal artifacts in computed tomography publication-title: Radiology doi: 10.1148/radiol.11101782 contributor: fullname: Boas – volume: 60 start-page: 1047 issue: 3 year: 2015 ident: 10.1016/j.bspc.2023.105753_b7 article-title: An evaluation of three commercially available metal artifact reduction methods for CT imaging publication-title: Phys. Med. Biol. doi: 10.1088/0031-9155/60/3/1047 contributor: fullname: Huang – year: 2017 ident: 10.1016/j.bspc.2023.105753_b23 contributor: fullname: Park – volume: 54 start-page: 6575 issue: 21 year: 2009 ident: 10.1016/j.bspc.2023.105753_b10 article-title: A novel forward projection-based metal artifact reduction method for flat-detector computed tomography publication-title: Phys. Med. Biol. doi: 10.1088/0031-9155/54/21/009 contributor: fullname: Prell – volume: 39 start-page: 634 issue: 3 year: 2020 ident: 10.1016/j.bspc.2023.105753_b33 article-title: ADN: Artifact disentanglement network for unsupervised metal artifact reduction publication-title: IEEE Trans. Med. Imaging doi: 10.1109/TMI.2019.2933425 contributor: fullname: Liao – volume: 39 start-page: 7080 issue: 11 year: 2012 ident: 10.1016/j.bspc.2023.105753_b20 article-title: Metal artifact reduction in computed tomography using local models in an image block-iterative scheme: Local models for metal artifact reduction in CT publication-title: Med. Phys. doi: 10.1118/1.4762567 contributor: fullname: Van Slambrouck – year: 2021 ident: 10.1016/j.bspc.2023.105753_b28 contributor: fullname: Wang – year: 2020 ident: 10.1016/j.bspc.2023.105753_b30 contributor: fullname: Niu – volume: 21 start-page: 8164 issue: 24 year: 2021 ident: 10.1016/j.bspc.2023.105753_b25 article-title: Completion of metal-damaged traces based on deep learning in sinogram domain for metal artifacts reduction in CT images publication-title: Sensors doi: 10.3390/s21248164 contributor: fullname: Zhu – start-page: 7262 year: 2021 ident: 10.1016/j.bspc.2023.105753_b41 article-title: Segmenter: Transformer for semantic segmentation contributor: fullname: Strudel – volume: 37 start-page: 5482 issue: 10 year: 2010 ident: 10.1016/j.bspc.2023.105753_b8 article-title: Normalized metal artifact reduction (NMAR) in computed tomography publication-title: Med. Phys. doi: 10.1118/1.3484090 contributor: fullname: Meyer – volume: 41 issue: 12 year: 2014 ident: 10.1016/j.bspc.2023.105753_b13 article-title: Moving metal artifact reduction in cone-beam CT scans with implanted cylindrical gold markers: Moving metal artifact reduction in cone-beam CT scans publication-title: Med. Phys. doi: 10.1118/1.4901553 contributor: fullname: Toftegaard – volume: 40 issue: 4 year: 2013 ident: 10.1016/j.bspc.2023.105753_b12 article-title: A hybrid metal artifact reduction algorithm for X-Ray CT publication-title: Med. Phys. doi: 10.1118/1.4794474 contributor: fullname: Zhang – volume: 40 issue: 8 year: 2013 ident: 10.1016/j.bspc.2023.105753_b11 article-title: Metal artifact reduction in CT using fusion based prior image publication-title: Med. Phys. doi: 10.1118/1.4812424 contributor: fullname: Wang – year: 2018 ident: 10.1016/j.bspc.2023.105753_b43 contributor: fullname: Jolicoeur-Martineau – volume: 37 start-page: 5867 year: 2010 ident: 10.1016/j.bspc.2023.105753_b4 article-title: Sinogram preprocessing and binary reconstruction for determination of the shape and location of metal objects in computed tomography (CT) publication-title: Med. Phys. doi: 10.1118/1.3505294 contributor: fullname: Meng – volume: 16 start-page: 431 issue: 1 year: 2014 ident: 10.1016/j.bspc.2023.105753_b1 article-title: Advances in computed tomography imaging technology publication-title: Annu. Rev. Biomed. Eng. doi: 10.1146/annurev-bioeng-121813-113601 contributor: fullname: Ginat – start-page: 631 year: 2017 ident: 10.1016/j.bspc.2023.105753_b22 article-title: Metal-Artifact reduction using deep-learning based sinogram completion: Initial results contributor: fullname: Claus – start-page: 2400 year: 2021 ident: 10.1016/j.bspc.2023.105753_b37 article-title: Attention-embedded decomposed network with unpaired CT images prior for metal artifact reduction contributor: fullname: Zhao – start-page: 10504 year: 2019 ident: 10.1016/j.bspc.2023.105753_b26 article-title: DuDoNet: Dual domain network for CT metal artifact reduction contributor: fullname: Lin – year: 2016 ident: 10.1016/j.bspc.2023.105753_b38 article-title: Understanding the effective receptive field in deep convolutional neural networks contributor: fullname: Luo – volume: 5 start-page: 12 year: 2018 ident: 10.1016/j.bspc.2023.105753_b44 article-title: DeepLesion: Automated mining of large-scale lesion annotations and universal lesion detection with deep learning publication-title: J. Med. Imaging doi: 10.1117/1.JMI.5.3.036501 contributor: fullname: Yan – start-page: 1 year: 2023 ident: 10.1016/j.bspc.2023.105753_b31 article-title: Stay in the middle: A semi-supervised model for CT metal artifact reduction contributor: fullname: Wang – start-page: 38 year: 2020 ident: 10.1016/j.bspc.2023.105753_b40 article-title: Transformers: State-of-the-art natural language processing contributor: fullname: Wolf – start-page: 101322W year: 2017 ident: 10.1016/j.bspc.2023.105753_b21 article-title: Deep learning methods to guide CT image reconstruction and reduce metal artifacts contributor: fullname: Gjesteby – volume: 21 start-page: 293 issue: 2 year: 1997 ident: 10.1016/j.bspc.2023.105753_b18 article-title: Total hip prosthesis metal-artifact suppression using iterative deblurring reconstruction: publication-title: J. Comput. Assist. Tomogr. doi: 10.1097/00004728-199703000-00024 contributor: fullname: Robertson – volume: 4 start-page: 5826 year: 2016 ident: 10.1016/j.bspc.2023.105753_b6 article-title: Metal artifact reduction in CT: Where are we after four decades? publication-title: IEEE Access doi: 10.1109/ACCESS.2016.2608621 contributor: fullname: Gjesteby – volume: 29 start-page: 471 year: 1971 ident: 10.1016/j.bspc.2023.105753_b14 article-title: Algebraic reconstruction technique (ART) for three-dimensional electron microscopy and X-Ray photography publication-title: J. Theoret. Biol. doi: 10.1016/0022-5193(70)90109-8 contributor: fullname: Gordon – volume: 1 start-page: 113 issue: 2 year: 1982 ident: 10.1016/j.bspc.2023.105753_b17 article-title: Maximum likelihood reconstruction for emission tomography publication-title: IEEE Trans. Med. Imaging doi: 10.1109/TMI.1982.4307558 contributor: fullname: Shepp – start-page: 1 year: 2022 ident: 10.1016/j.bspc.2023.105753_b29 article-title: IDOL-net: An interactive dual-domain parallel network for ct metal artifact reduction publication-title: IEEE Trans. Radiat. Plasma Med. Sci. contributor: fullname: Wang – year: 2022 ident: 10.1016/j.bspc.2023.105753_b32 article-title: A semi-supervised learning method of latent features based on convolutional neural networks for CT metal artifact reduction publication-title: Med. Phys. doi: 10.1002/mp.15633 contributor: fullname: Shi – year: 2021 ident: 10.1016/j.bspc.2023.105753_b42 article-title: An image is worth 16x16 words: Transformers for image recognition at scale contributor: fullname: Dosovitskiy – volume: 66 issue: 15 year: 2021 ident: 10.1016/j.bspc.2023.105753_b27 article-title: DAN-net: Dual-domain adaptive-scaling non-local network for CT metal artifact reduction publication-title: Phys. Med. Biol. doi: 10.1088/1361-6560/ac1156 contributor: fullname: Wang |
SSID | ssj0048714 |
Score | 2.3723612 |
SourceID | crossref |
SourceType | Aggregation Database |
StartPage | 105753 |
Title | Unsupervised metal artifacts reduction network for CT images based on efficient transformer |
Volume | 89 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3PT9swFLY6dmEHxAYIBkw-7FalalM3jo-oAiG07dRKnTgEO3amIEjLmlw48Lfznu384Mck2CWqnMiK8r4-P9vf95mQ7xGHYVoaGQyZHKGptgxgFIyCSI3DcSbimGlcGvj5Kzqfs4vFZNHrXXVYS1WpBun9q7qS_4kqtEFcUSX7jsg2nUID_Ib4whUiDNc3xXherKsV_tnXUDbeGtQ14lMoVsDdAO2cYfuFo3pbRuF01s9vJRo74Pilca_AWBcJ5ASUdRXrKbv1Zq-V6Dv9ZP4Hy9eVkxfUAkfPd28XoSs_3b_JizbF2fz2u6obFpZHsMjl8i6v2344rbbJu4sRIWvZWD5_cob-xu7c4jrBujOCfIbEc4WdPfCL5O3WEa4Har1Cc8lwPGgffuqU_WwEa3iFNWXtOsE-EuwjcX18IB9DSEVI-hs8NCQgmK1Z9_fmtb2syjEAn79Hp3Tp1CCzbbLlJw_0xCHhM-mZ4gv51LGU3CGXXUxQiwnaYII2mKAeExSiTacz6jBBLSYo3G4wQTuY2CXzs9PZ9DzwB2gE6UjEZcAFzFZTIZWIVaYmfJSKUGaMa6jzWBRKlDXr1MSR0YopmY64VkMF3yHlUg01G--RjWJZmH1CY26g9AtVzFTEhulEwdQgE1ksjBBcRfqA9Otvk6ycT0ry72h8fdfTh2SzxdoR2Sj_VuYYSsFSfbPRfASlIWDq |
link.rule.ids | 315,783,787,27938,27939 |
linkProvider | Elsevier |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Unsupervised+metal+artifacts+reduction+network+for+CT+images+based+on+efficient+transformer&rft.jtitle=Biomedical+signal+processing+and+control&rft.au=Zhu%2C+Linlin&rft.au=Han%2C+Yu&rft.au=Xi%2C+Xiaoqi&rft.au=Li%2C+Lei&rft.date=2024-03-01&rft.issn=1746-8094&rft.volume=89&rft.spage=105753&rft_id=info:doi/10.1016%2Fj.bspc.2023.105753&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_bspc_2023_105753 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1746-8094&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1746-8094&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1746-8094&client=summon |