Efficient MedSAMs: Segment Anything in Medical Images on Laptop Article Swipe

PDF

Jun Ma , Feifei Li , Sumin Kim , Reza Asakereh , Bac Le , Dang-Khoa Nguyen-Vu , Alexander Pfefferle , Mu-Xin Wei , Ruochen Gao , Donghang Lyu , Songxiao Yang , Lennart Purucker , Zdravko Marinov , Marius Staring , H. J. Lu , Tien Tuan Dao , Xincheng Ye , Zhiwei Li , Gianluca Brugnara , Philipp Kickingereder , Martha Foltyn , Jaeyoung Cho , Mustafa Ahmed Mahmutoglu , Martin Bendszus , Irada Pflüger , Aditya Rastogi , Dong Ni , Xin Yang , Guangquan Zhou , Kaini Wang , Nicholas Heller , Nikolaos Papanikolopoulos , Christopher Weight , Yubing Tong , Jayaram K. Udupa , C. Patrick , Yaqi Wang , Yifan Zhang , Francisco Contijoch , Elliot R. McVeigh , Xin Ye , Shucheng He , Robert Haase , Thomas Pinetz , Alexander Radbruch , Inga Krause , Erich Kobler , Jian He , Yucheng Tang , Haichun Yang , Yuankai Huo , Gongning Luo , Kaisar Kushibar , Jandos Amankulov , Dias Toleshbayev , Amangeldi Mukhamejan , Jan Egger , Antonio Pepe , Christina Gsaxner , Gijs Luijten , Shohei Fujita , Tomohiro Kikuchi , Benedikt Wiestler , Jan S. Kirschke , Ezequiel de la Rosa , Federico Bolelli , Luca Lumetti , Costantino Grana , Kunpeng Xie , Guomin Wu , Behrus Puladi , Carlos Martín-Isla , Karim Lekadir , Víctor M. Campello , Wei Shao , Wayne Brisbane , Hongxu Jiang , Hao Wei , Wu Yuan , Shuangle Li , Yuyin Zhou , Bo Wang ·

YOU? · · 2024 · Open Access · · DOI: https://doi.org/10.48550/arxiv.2412.16085

Promptable segmentation foundation models have emerged as a transformative approach to addressing the diverse needs in medical images, but most existing models require expensive computing, posing a big barrier to their adoption in clinical practice. In this work, we organized the first international competition dedicated to promptable medical image segmentation, featuring a large-scale dataset spanning nine common imaging modalities from over 20 different institutions. The top teams developed lightweight segmentation foundation models and implemented an efficient inference pipeline that substantially reduced computational requirements while maintaining state-of-the-art segmentation accuracy. Moreover, the post-challenge phase advanced the algorithms through the design of performance booster and reproducibility tasks, resulting in improved algorithms and validated reproducibility of the winning solution. Furthermore, the best-performing algorithms have been incorporated into the open-source software with a user-friendly interface to facilitate clinical adoption. The data and code are publicly available to foster the further development of medical image segmentation foundation models and pave the way for impactful real-world applications.

Related Topics

Artificial Intelligence

Optometry

Medicine

Concepts

Laptop Computer graphics (images) Computer vision Computer science Artificial intelligence Optometry Medicine Operating system

Metadata

Type: preprint
Language: en
Landing Page: http://arxiv.org/abs/2412.16085
PDF: https://arxiv.org/pdf/2412.16085
OA Status: green
Related Works: 10
OpenAlex ID: https://openalex.org/W4405716310

All OpenAlex metadata

Raw OpenAlex JSON

OpenAlex ID: https://openalex.org/W4405716310

Canonical identifier for this work in OpenAlex
DOI: https://doi.org/10.48550/arxiv.2412.16085

Digital Object Identifier
Title: Efficient MedSAMs: Segment Anything in Medical Images on Laptop

Work title
Type: preprint

OpenAlex work type
Language: en

Primary language
Publication year: 2024

Year of publication
Publication date: 2024-12-20

Full publication date if available
Authors: Jun Ma, Feifei Li, Sumin Kim, Reza Asakereh, Bac Le, Dang-Khoa Nguyen-Vu, Alexander Pfefferle, Mu-Xin Wei, Ruochen Gao, Donghang Lyu, Songxiao Yang, Lennart Purucker, Zdravko Marinov, Marius Staring, H. J. Lu, Tien Tuan Dao, Xincheng Ye, Zhiwei Li, Gianluca Brugnara, Philipp Kickingereder, Martha Foltyn, Jaeyoung Cho, Mustafa Ahmed Mahmutoglu, Martin Bendszus, Irada Pflüger, Aditya Rastogi, Dong Ni, Xin Yang, Guangquan Zhou, Kaini Wang, Nicholas Heller, Nikolaos Papanikolopoulos, Christopher Weight, Yubing Tong, Jayaram K. Udupa, C. Patrick, Yaqi Wang, Yifan Zhang, Francisco Contijoch, Elliot R. McVeigh, Xin Ye, Shucheng He, Robert Haase, Thomas Pinetz, Alexander Radbruch, Inga Krause, Erich Kobler, Jian He, Yucheng Tang, Haichun Yang, Yuankai Huo, Gongning Luo, Kaisar Kushibar, Jandos Amankulov, Dias Toleshbayev, Amangeldi Mukhamejan, Jan Egger, Antonio Pepe, Christina Gsaxner, Gijs Luijten, Shohei Fujita, Tomohiro Kikuchi, Benedikt Wiestler, Jan S. Kirschke, Ezequiel de la Rosa, Federico Bolelli, Luca Lumetti, Costantino Grana, Kunpeng Xie, Guomin Wu, Behrus Puladi, Carlos Martín-Isla, Karim Lekadir, Víctor M. Campello, Wei Shao, Wayne Brisbane, Hongxu Jiang, Hao Wei, Wu Yuan, Shuangle Li, Yuyin Zhou, Bo Wang

List of authors in order
Landing page: https://arxiv.org/abs/2412.16085

Publisher landing page
PDF URL: https://arxiv.org/pdf/2412.16085

Direct link to full text PDF
Open access: Yes

Whether a free full text is available
OA status: green

Open access status per OpenAlex
OA URL: https://arxiv.org/pdf/2412.16085

Direct OA link when available
Concepts: Laptop, Computer graphics (images), Computer vision, Computer science, Artificial intelligence, Optometry, Medicine, Operating system

Top concepts (fields/topics) attached by OpenAlex
Cited by: 0

Total citation count in OpenAlex
Related works (count): 10

Other works algorithmically related by OpenAlex

Full payload

id	https://openalex.org/W4405716310
doi	https://doi.org/10.48550/arxiv.2412.16085
ids.doi	https://doi.org/10.48550/arxiv.2412.16085
ids.openalex	https://openalex.org/W4405716310
fwci
type	preprint
title	Efficient MedSAMs: Segment Anything in Medical Images on Laptop
biblio.issue
biblio.volume
biblio.last_page
biblio.first_page
topics[0].id	https://openalex.org/T10824
topics[0].field.id	https://openalex.org/fields/17
topics[0].field.display_name	Computer Science
topics[0].score	0.9861999750137329
topics[0].domain.id	https://openalex.org/domains/3
topics[0].domain.display_name	Physical Sciences
topics[0].subfield.id	https://openalex.org/subfields/1707
topics[0].subfield.display_name	Computer Vision and Pattern Recognition
topics[0].display_name	Image Retrieval and Classification Techniques
topics[1].id	https://openalex.org/T12702
topics[1].field.id	https://openalex.org/fields/28
topics[1].field.display_name	Neuroscience
topics[1].score	0.9836000204086304
topics[1].domain.id	https://openalex.org/domains/1
topics[1].domain.display_name	Life Sciences
topics[1].subfield.id	https://openalex.org/subfields/2808
topics[1].subfield.display_name	Neurology
topics[1].display_name	Brain Tumor Detection and Classification
topics[2].id	https://openalex.org/T10627
topics[2].field.id	https://openalex.org/fields/17
topics[2].field.display_name	Computer Science
topics[2].score	0.9750000238418579
topics[2].domain.id	https://openalex.org/domains/3
topics[2].domain.display_name	Physical Sciences
topics[2].subfield.id	https://openalex.org/subfields/1707
topics[2].subfield.display_name	Computer Vision and Pattern Recognition
topics[2].display_name	Advanced Image and Video Retrieval Techniques
is_xpac	False
apc_list
apc_paid
concepts[0].id	https://openalex.org/C2780008327
concepts[0].level	2
concepts[0].score	0.8942520618438721
concepts[0].wikidata	https://www.wikidata.org/wiki/Q3962
concepts[0].display_name	Laptop
concepts[1].id	https://openalex.org/C121684516
concepts[1].level	1
concepts[1].score	0.5278230309486389
concepts[1].wikidata	https://www.wikidata.org/wiki/Q7600677
concepts[1].display_name	Computer graphics (images)
concepts[2].id	https://openalex.org/C31972630
concepts[2].level	1
concepts[2].score	0.48947322368621826
concepts[2].wikidata	https://www.wikidata.org/wiki/Q844240
concepts[2].display_name	Computer vision
concepts[3].id	https://openalex.org/C41008148
concepts[3].level	0
concepts[3].score	0.4794667959213257
concepts[3].wikidata	https://www.wikidata.org/wiki/Q21198
concepts[3].display_name	Computer science
concepts[4].id	https://openalex.org/C154945302
concepts[4].level	1
concepts[4].score	0.3720545768737793
concepts[4].wikidata	https://www.wikidata.org/wiki/Q11660
concepts[4].display_name	Artificial intelligence
concepts[5].id	https://openalex.org/C119767625
concepts[5].level	1
concepts[5].score	0.3274586796760559
concepts[5].wikidata	https://www.wikidata.org/wiki/Q618211
concepts[5].display_name	Optometry
concepts[6].id	https://openalex.org/C71924100
concepts[6].level	0
concepts[6].score	0.18707308173179626
concepts[6].wikidata	https://www.wikidata.org/wiki/Q11190
concepts[6].display_name	Medicine
concepts[7].id	https://openalex.org/C111919701
concepts[7].level	1
concepts[7].score	0.08663275837898254
concepts[7].wikidata	https://www.wikidata.org/wiki/Q9135
concepts[7].display_name	Operating system
keywords[0].id	https://openalex.org/keywords/laptop
keywords[0].score	0.8942520618438721
keywords[0].display_name	Laptop
keywords[1].id	https://openalex.org/keywords/computer-graphics
keywords[1].score	0.5278230309486389
keywords[1].display_name	Computer graphics (images)
keywords[2].id	https://openalex.org/keywords/computer-vision
keywords[2].score	0.48947322368621826
keywords[2].display_name	Computer vision
keywords[3].id	https://openalex.org/keywords/computer-science
keywords[3].score	0.4794667959213257
keywords[3].display_name	Computer science
keywords[4].id	https://openalex.org/keywords/artificial-intelligence
keywords[4].score	0.3720545768737793
keywords[4].display_name	Artificial intelligence
keywords[5].id	https://openalex.org/keywords/optometry
keywords[5].score	0.3274586796760559
keywords[5].display_name	Optometry
keywords[6].id	https://openalex.org/keywords/medicine
keywords[6].score	0.18707308173179626
keywords[6].display_name	Medicine
keywords[7].id	https://openalex.org/keywords/operating-system
keywords[7].score	0.08663275837898254
keywords[7].display_name	Operating system
language	en
locations[0].id	pmh:oai:arXiv.org:2412.16085
locations[0].is_oa	True
locations[0].source.id	https://openalex.org/S4306400194
locations[0].source.issn
locations[0].source.type	repository
locations[0].source.is_oa	True
locations[0].source.issn_l
locations[0].source.is_core	False
locations[0].source.is_in_doaj	False
locations[0].source.display_name	arXiv (Cornell University)
locations[0].source.host_organization	https://openalex.org/I205783295
locations[0].source.host_organization_name	Cornell University
locations[0].source.host_organization_lineage	https://openalex.org/I205783295
locations[0].license
locations[0].pdf_url	https://arxiv.org/pdf/2412.16085
locations[0].version	submittedVersion
locations[0].raw_type	text
locations[0].license_id
locations[0].is_accepted	False
locations[0].is_published	False
locations[0].raw_source_name
locations[0].landing_page_url	http://arxiv.org/abs/2412.16085
locations[1].id	doi:10.48550/arxiv.2412.16085
locations[1].is_oa	True
locations[1].source.id	https://openalex.org/S4306400194
locations[1].source.issn
locations[1].source.type	repository
locations[1].source.is_oa	True
locations[1].source.issn_l
locations[1].source.is_core	False
locations[1].source.is_in_doaj	False
locations[1].source.display_name	arXiv (Cornell University)
locations[1].source.host_organization	https://openalex.org/I205783295
locations[1].source.host_organization_name	Cornell University
locations[1].source.host_organization_lineage	https://openalex.org/I205783295
locations[1].license
locations[1].pdf_url
locations[1].version
locations[1].raw_type	article
locations[1].license_id
locations[1].is_accepted	False
locations[1].is_published
locations[1].raw_source_name
locations[1].landing_page_url	https://doi.org/10.48550/arxiv.2412.16085
indexed_in	arxiv, datacite
authorships[0].author.id	https://openalex.org/A5078559502
authorships[0].author.orcid	https://orcid.org/0000-0002-2753-6767
authorships[0].author.display_name	Jun Ma
authorships[0].author_position	first
authorships[0].raw_author_name	Ma, Jun
authorships[0].is_corresponding	False
authorships[1].author.id	https://openalex.org/A5028026588
authorships[1].author.orcid	https://orcid.org/0000-0002-4004-4134
authorships[1].author.display_name	Feifei Li
authorships[1].author_position	middle
authorships[1].raw_author_name	Li, Feifei
authorships[1].is_corresponding	False
authorships[2].author.id	https://openalex.org/A5100429082
authorships[2].author.orcid	https://orcid.org/0000-0002-2119-1796
authorships[2].author.display_name	Sumin Kim
authorships[2].author_position	middle
authorships[2].raw_author_name	Kim, Sumin
authorships[2].is_corresponding	False
authorships[3].author.id	https://openalex.org/A5111398064
authorships[3].author.orcid
authorships[3].author.display_name	Reza Asakereh
authorships[3].author_position	middle
authorships[3].raw_author_name	Asakereh, Reza
authorships[3].is_corresponding	False
authorships[4].author.id	https://openalex.org/A5057761132
authorships[4].author.orcid	https://orcid.org/0000-0002-4306-6945
authorships[4].author.display_name	Bac Le
authorships[4].author_position	middle
authorships[4].raw_author_name	Le, Bao-Hiep
authorships[4].is_corresponding	False
authorships[5].author.id	https://openalex.org/A5115617331
authorships[5].author.orcid	https://orcid.org/0009-0008-9469-7852
authorships[5].author.display_name	Dang-Khoa Nguyen-Vu
authorships[5].author_position	middle
authorships[5].raw_author_name	Nguyen-Vu, Dang-Khoa
authorships[5].is_corresponding	False
authorships[6].author.id	https://openalex.org/A5115617332
authorships[6].author.orcid
authorships[6].author.display_name	Alexander Pfefferle
authorships[6].author_position	middle
authorships[6].raw_author_name	Pfefferle, Alexander
authorships[6].is_corresponding	False
authorships[7].author.id	https://openalex.org/A5106944752
authorships[7].author.orcid	https://orcid.org/0009-0007-5877-2096
authorships[7].author.display_name	Mu-Xin Wei
authorships[7].author_position	middle
authorships[7].raw_author_name	Wei, Muxin
authorships[7].is_corresponding	False
authorships[8].author.id	https://openalex.org/A5102880518
authorships[8].author.orcid	https://orcid.org/0000-0002-9411-3369
authorships[8].author.display_name	Ruochen Gao
authorships[8].author_position	middle
authorships[8].raw_author_name	Gao, Ruochen
authorships[8].is_corresponding	False
authorships[9].author.id	https://openalex.org/A5114222153
authorships[9].author.orcid	https://orcid.org/0009-0008-1446-9930
authorships[9].author.display_name	Donghang Lyu
authorships[9].author_position	middle
authorships[9].raw_author_name	Lyu, Donghang
authorships[9].is_corresponding	False
authorships[10].author.id	https://openalex.org/A5018103130
authorships[10].author.orcid	https://orcid.org/0000-0001-9036-4817
authorships[10].author.display_name	Songxiao Yang
authorships[10].author_position	middle
authorships[10].raw_author_name	Yang, Songxiao
authorships[10].is_corresponding	False
authorships[11].author.id	https://openalex.org/A5016560150
authorships[11].author.orcid	https://orcid.org/0009-0001-1181-0549
authorships[11].author.display_name	Lennart Purucker
authorships[11].author_position	middle
authorships[11].raw_author_name	Purucker, Lennart
authorships[11].is_corresponding	False
authorships[12].author.id	https://openalex.org/A5079221964
authorships[12].author.orcid	https://orcid.org/0000-0003-0373-3958
authorships[12].author.display_name	Zdravko Marinov
authorships[12].author_position	middle
authorships[12].raw_author_name	Marinov, Zdravko
authorships[12].is_corresponding	False
authorships[13].author.id	https://openalex.org/A5025788902
authorships[13].author.orcid	https://orcid.org/0000-0003-2885-5812
authorships[13].author.display_name	Marius Staring
authorships[13].author_position	middle
authorships[13].raw_author_name	Staring, Marius
authorships[13].is_corresponding	False
authorships[14].author.id	https://openalex.org/A5109781395
authorships[14].author.orcid
authorships[14].author.display_name	H. J. Lu
authorships[14].author_position	middle
authorships[14].raw_author_name	Lu, Haisheng
authorships[14].is_corresponding	False
authorships[15].author.id	https://openalex.org/A5051516688
authorships[15].author.orcid	https://orcid.org/0000-0002-5088-3433
authorships[15].author.display_name	Tien Tuan Dao
authorships[15].author_position	middle
authorships[15].raw_author_name	Dao, Thuy Thanh
authorships[15].is_corresponding	False
authorships[16].author.id	https://openalex.org/A5055379875
authorships[16].author.orcid	https://orcid.org/0009-0009-2348-6860
authorships[16].author.display_name	Xincheng Ye
authorships[16].author_position	middle
authorships[16].raw_author_name	Ye, Xincheng
authorships[16].is_corresponding	False
authorships[17].author.id	https://openalex.org/A5029039359
authorships[17].author.orcid	https://orcid.org/0000-0003-4575-5258
authorships[17].author.display_name	Zhiwei Li
authorships[17].author_position	middle
authorships[17].raw_author_name	Li, Zhi
authorships[17].is_corresponding	False
authorships[18].author.id	https://openalex.org/A5001693892
authorships[18].author.orcid	https://orcid.org/0000-0003-2461-1407
authorships[18].author.display_name	Gianluca Brugnara
authorships[18].author_position	middle
authorships[18].raw_author_name	Brugnara, Gianluca
authorships[18].is_corresponding	False
authorships[19].author.id	https://openalex.org/A5038487968
authorships[19].author.orcid	https://orcid.org/0000-0002-6224-0064
authorships[19].author.display_name	Philipp Kickingereder
authorships[19].author_position	middle
authorships[19].raw_author_name	Vollmuth, Philipp
authorships[19].is_corresponding	False
authorships[20].author.id	https://openalex.org/A5070756414
authorships[20].author.orcid	https://orcid.org/0000-0002-1754-1765
authorships[20].author.display_name	Martha Foltyn
authorships[20].author_position	middle
authorships[20].raw_author_name	Foltyn-Dumitru, Martha
authorships[20].is_corresponding	False
authorships[21].author.id	https://openalex.org/A5100682536
authorships[21].author.orcid	https://orcid.org/0000-0001-6810-4621
authorships[21].author.display_name	Jaeyoung Cho
authorships[21].author_position	middle
authorships[21].raw_author_name	Cho, Jaeyoung
authorships[21].is_corresponding	False
authorships[22].author.id	https://openalex.org/A5074595134
authorships[22].author.orcid	https://orcid.org/0000-0002-4891-5547
authorships[22].author.display_name	Mustafa Ahmed Mahmutoglu
authorships[22].author_position	middle
authorships[22].raw_author_name	Mahmutoglu, Mustafa Ahmed
authorships[22].is_corresponding	False
authorships[23].author.id	https://openalex.org/A5019876508
authorships[23].author.orcid	https://orcid.org/0000-0002-9094-6769
authorships[23].author.display_name	Martin Bendszus
authorships[23].author_position	middle
authorships[23].raw_author_name	Bendszus, Martin
authorships[23].is_corresponding	False
authorships[24].author.id	https://openalex.org/A5033807586
authorships[24].author.orcid
authorships[24].author.display_name	Irada Pflüger
authorships[24].author_position	middle
authorships[24].raw_author_name	Pflüger, Irada
authorships[24].is_corresponding	False
authorships[25].author.id	https://openalex.org/A5086382496
authorships[25].author.orcid	https://orcid.org/0000-0001-6103-4886
authorships[25].author.display_name	Aditya Rastogi
authorships[25].author_position	middle
authorships[25].raw_author_name	Rastogi, Aditya
authorships[25].is_corresponding	False
authorships[26].author.id	https://openalex.org/A5065428909
authorships[26].author.orcid
authorships[26].author.display_name	Dong Ni
authorships[26].author_position	middle
authorships[26].raw_author_name	Ni, Dong
authorships[26].is_corresponding	False
authorships[27].author.id	https://openalex.org/A5110017122
authorships[27].author.orcid	https://orcid.org/0009-0007-2662-5817
authorships[27].author.display_name	Xin Yang
authorships[27].author_position	middle
authorships[27].raw_author_name	Yang, Xin
authorships[27].is_corresponding	False
authorships[28].author.id	https://openalex.org/A5002791829
authorships[28].author.orcid	https://orcid.org/0000-0002-6467-3592
authorships[28].author.display_name	Guangquan Zhou
authorships[28].author_position	middle
authorships[28].raw_author_name	Zhou, Guang-Quan
authorships[28].is_corresponding	False
authorships[29].author.id	https://openalex.org/A5052055272
authorships[29].author.orcid
authorships[29].author.display_name	Kaini Wang
authorships[29].author_position	middle
authorships[29].raw_author_name	Wang, Kaini
authorships[29].is_corresponding	False
authorships[30].author.id	https://openalex.org/A5011461198
authorships[30].author.orcid	https://orcid.org/0000-0001-8516-8707
authorships[30].author.display_name	Nicholas Heller
authorships[30].author_position	middle
authorships[30].raw_author_name	Heller, Nicholas
authorships[30].is_corresponding	False
authorships[31].author.id	https://openalex.org/A5109170958
authorships[31].author.orcid
authorships[31].author.display_name	Nikolaos Papanikolopoulos
authorships[31].author_position	middle
authorships[31].raw_author_name	Papanikolopoulos, Nikolaos
authorships[31].is_corresponding	False
authorships[32].author.id	https://openalex.org/A5091808340
authorships[32].author.orcid	https://orcid.org/0000-0001-9381-959X
authorships[32].author.display_name	Christopher Weight
authorships[32].author_position	middle
authorships[32].raw_author_name	Weight, Christopher
authorships[32].is_corresponding	False
authorships[33].author.id	https://openalex.org/A5026804587
authorships[33].author.orcid	https://orcid.org/0000-0002-2133-4910
authorships[33].author.display_name	Yubing Tong
authorships[33].author_position	middle
authorships[33].raw_author_name	Tong, Yubing
authorships[33].is_corresponding	False
authorships[34].author.id	https://openalex.org/A5065713856
authorships[34].author.orcid	https://orcid.org/0000-0002-7361-2927
authorships[34].author.display_name	Jayaram K. Udupa
authorships[34].author_position	middle
authorships[34].raw_author_name	Udupa, Jayaram K
authorships[34].is_corresponding	False
authorships[35].author.id	https://openalex.org/A5077112428
authorships[35].author.orcid	https://orcid.org/0000-0002-0713-7515
authorships[35].author.display_name	C. Patrick
authorships[35].author_position	middle
authorships[35].raw_author_name	Patrick, Cahill J.
authorships[35].is_corresponding	False
authorships[36].author.id	https://openalex.org/A5114089918
authorships[36].author.orcid
authorships[36].author.display_name	Yaqi Wang
authorships[36].author_position	middle
authorships[36].raw_author_name	Wang, Yaqi
authorships[36].is_corresponding	False
authorships[37].author.id	https://openalex.org/A5100376972
authorships[37].author.orcid	https://orcid.org/0000-0003-4533-3880
authorships[37].author.display_name	Yifan Zhang
authorships[37].author_position	middle
authorships[37].raw_author_name	Zhang, Yifan
authorships[37].is_corresponding	False
authorships[38].author.id	https://openalex.org/A5077565827
authorships[38].author.orcid	https://orcid.org/0000-0001-9616-3274
authorships[38].author.display_name	Francisco Contijoch
authorships[38].author_position	middle
authorships[38].raw_author_name	Contijoch, Francisco
authorships[38].is_corresponding	False
authorships[39].author.id	https://openalex.org/A5046259568
authorships[39].author.orcid	https://orcid.org/0000-0003-1684-2432
authorships[39].author.display_name	Elliot R. McVeigh
authorships[39].author_position	middle
authorships[39].raw_author_name	McVeigh, Elliot
authorships[39].is_corresponding	False
authorships[40].author.id	https://openalex.org/A5100348110
authorships[40].author.orcid	https://orcid.org/0000-0002-5665-0622
authorships[40].author.display_name	Xin Ye
authorships[40].author_position	middle
authorships[40].raw_author_name	Ye, Xin
authorships[40].is_corresponding	False
authorships[41].author.id	https://openalex.org/A5010092441
authorships[41].author.orcid	https://orcid.org/0000-0002-0824-2747
authorships[41].author.display_name	Shucheng He
authorships[41].author_position	middle
authorships[41].raw_author_name	He, Shucheng
authorships[41].is_corresponding	False
authorships[42].author.id	https://openalex.org/A5046266487
authorships[42].author.orcid	https://orcid.org/0000-0001-5949-2327
authorships[42].author.display_name	Robert Haase
authorships[42].author_position	middle
authorships[42].raw_author_name	Haase, Robert
authorships[42].is_corresponding	False
authorships[43].author.id	https://openalex.org/A5083605899
authorships[43].author.orcid	https://orcid.org/0000-0002-6100-2136
authorships[43].author.display_name	Thomas Pinetz
authorships[43].author_position	middle
authorships[43].raw_author_name	Pinetz, Thomas
authorships[43].is_corresponding	False
authorships[44].author.id	https://openalex.org/A5084473005
authorships[44].author.orcid	https://orcid.org/0000-0001-6238-6525
authorships[44].author.display_name	Alexander Radbruch
authorships[44].author_position	middle
authorships[44].raw_author_name	Radbruch, Alexander
authorships[44].is_corresponding	False
authorships[45].author.id	https://openalex.org/A5114149685
authorships[45].author.orcid
authorships[45].author.display_name	Inga Krause
authorships[45].author_position	middle
authorships[45].raw_author_name	Krause, Inga
authorships[45].is_corresponding	False
authorships[46].author.id	https://openalex.org/A5040257848
authorships[46].author.orcid	https://orcid.org/0000-0001-5167-4804
authorships[46].author.display_name	Erich Kobler
authorships[46].author_position	middle
authorships[46].raw_author_name	Kobler, Erich
authorships[46].is_corresponding	False
authorships[47].author.id	https://openalex.org/A5002786563
authorships[47].author.orcid	https://orcid.org/0000-0002-7491-0141
authorships[47].author.display_name	Jian He
authorships[47].author_position	middle
authorships[47].raw_author_name	He, Jian
authorships[47].is_corresponding	False
authorships[48].author.id	https://openalex.org/A5037478865
authorships[48].author.orcid	https://orcid.org/0000-0002-6008-9700
authorships[48].author.display_name	Yucheng Tang
authorships[48].author_position	middle
authorships[48].raw_author_name	Tang, Yucheng
authorships[48].is_corresponding	False
authorships[49].author.id	https://openalex.org/A5081514433
authorships[49].author.orcid	https://orcid.org/0000-0003-4265-7492
authorships[49].author.display_name	Haichun Yang
authorships[49].author_position	middle
authorships[49].raw_author_name	Yang, Haichun
authorships[49].is_corresponding	False
has_content.pdf	False
has_content.grobid_xml	False
is_paratext	False
open_access.is_oa	True
open_access.oa_url	https://arxiv.org/pdf/2412.16085
open_access.oa_status	green
open_access.any_repository_has_fulltext	False
created_date	2025-10-10T00:00:00
display_name	Efficient MedSAMs: Segment Anything in Medical Images on Laptop
has_fulltext	False
is_retracted	False
updated_date	2025-11-06T06:51:31.235846
primary_topic.id	https://openalex.org/T10824
primary_topic.field.id	https://openalex.org/fields/17
primary_topic.field.display_name	Computer Science
primary_topic.score	0.9861999750137329
primary_topic.domain.id	https://openalex.org/domains/3
primary_topic.domain.display_name	Physical Sciences
primary_topic.subfield.id	https://openalex.org/subfields/1707
primary_topic.subfield.display_name	Computer Vision and Pattern Recognition
primary_topic.display_name	Image Retrieval and Classification Techniques
related_works	https://openalex.org/W2772917594, https://openalex.org/W2036807459, https://openalex.org/W2058170566, https://openalex.org/W2755342338, https://openalex.org/W2166024367, https://openalex.org/W3116076068, https://openalex.org/W2229312674, https://openalex.org/W2951359407, https://openalex.org/W2079911747, https://openalex.org/W1969923398
cited_by_count	0
locations_count	2
best_oa_location.id	pmh:oai:arXiv.org:2412.16085
best_oa_location.is_oa	True
best_oa_location.source.id	https://openalex.org/S4306400194
best_oa_location.source.issn
best_oa_location.source.type	repository
best_oa_location.source.is_oa	True
best_oa_location.source.issn_l
best_oa_location.source.is_core	False
best_oa_location.source.is_in_doaj	False
best_oa_location.source.display_name	arXiv (Cornell University)
best_oa_location.source.host_organization	https://openalex.org/I205783295
best_oa_location.source.host_organization_name	Cornell University
best_oa_location.source.host_organization_lineage	https://openalex.org/I205783295
best_oa_location.license
best_oa_location.pdf_url	https://arxiv.org/pdf/2412.16085
best_oa_location.version	submittedVersion
best_oa_location.raw_type	text
best_oa_location.license_id
best_oa_location.is_accepted	False
best_oa_location.is_published	False
best_oa_location.raw_source_name
best_oa_location.landing_page_url	http://arxiv.org/abs/2412.16085
primary_location.id	pmh:oai:arXiv.org:2412.16085
primary_location.is_oa	True
primary_location.source.id	https://openalex.org/S4306400194
primary_location.source.issn
primary_location.source.type	repository
primary_location.source.is_oa	True
primary_location.source.issn_l
primary_location.source.is_core	False
primary_location.source.is_in_doaj	False
primary_location.source.display_name	arXiv (Cornell University)
primary_location.source.host_organization	https://openalex.org/I205783295
primary_location.source.host_organization_name	Cornell University
primary_location.source.host_organization_lineage	https://openalex.org/I205783295
primary_location.license
primary_location.pdf_url	https://arxiv.org/pdf/2412.16085
primary_location.version	submittedVersion
primary_location.raw_type	text
primary_location.license_id
primary_location.is_accepted	False
primary_location.is_published	False
primary_location.raw_source_name
primary_location.landing_page_url	http://arxiv.org/abs/2412.16085
publication_date	2024-12-20
publication_year	2024
referenced_works_count	0
abstract_inverted_index.a	7, 26, 51, 127
abstract_inverted_index.20	61
abstract_inverted_index.In	35
abstract_inverted_index.an	74
abstract_inverted_index.as	6
abstract_inverted_index.in	15, 32, 105
abstract_inverted_index.of	98, 111, 146
abstract_inverted_index.to	10, 29, 45, 130, 141
abstract_inverted_index.we	38
abstract_inverted_index.The	64, 134
abstract_inverted_index.and	72, 101, 108, 136, 152
abstract_inverted_index.are	138
abstract_inverted_index.big	27
abstract_inverted_index.but	18
abstract_inverted_index.for	156
abstract_inverted_index.the	12, 40, 89, 93, 96, 112, 116, 123, 143, 154
abstract_inverted_index.top	65
abstract_inverted_index.way	155
abstract_inverted_index.been	120
abstract_inverted_index.code	137
abstract_inverted_index.data	135
abstract_inverted_index.from	59
abstract_inverted_index.have	4, 119
abstract_inverted_index.into	122
abstract_inverted_index.most	19
abstract_inverted_index.nine	55
abstract_inverted_index.over	60
abstract_inverted_index.pave	153
abstract_inverted_index.that	78
abstract_inverted_index.this	36
abstract_inverted_index.with	126
abstract_inverted_index.first	41
abstract_inverted_index.image	48, 148
abstract_inverted_index.needs	14
abstract_inverted_index.phase	91
abstract_inverted_index.teams	66
abstract_inverted_index.their	30
abstract_inverted_index.while	83
abstract_inverted_index.work,	37
abstract_inverted_index.common	56
abstract_inverted_index.design	97
abstract_inverted_index.foster	142
abstract_inverted_index.models	3, 21, 71, 151
abstract_inverted_index.posing	25
abstract_inverted_index.tasks,	103
abstract_inverted_index.barrier	28
abstract_inverted_index.booster	100
abstract_inverted_index.dataset	53
abstract_inverted_index.diverse	13
abstract_inverted_index.emerged	5
abstract_inverted_index.further	144
abstract_inverted_index.images,	17
abstract_inverted_index.imaging	57
abstract_inverted_index.medical	16, 47, 147
abstract_inverted_index.reduced	80
abstract_inverted_index.require	22
abstract_inverted_index.through	95
abstract_inverted_index.winning	113
abstract_inverted_index.adoption	31
abstract_inverted_index.advanced	92
abstract_inverted_index.approach	9
abstract_inverted_index.clinical	33, 132
abstract_inverted_index.existing	20
abstract_inverted_index.improved	106
abstract_inverted_index.pipeline	77
abstract_inverted_index.publicly	139
abstract_inverted_index.software	125
abstract_inverted_index.spanning	54
abstract_inverted_index.Moreover,	88
abstract_inverted_index.accuracy.	87
abstract_inverted_index.adoption.	133
abstract_inverted_index.available	140
abstract_inverted_index.dedicated	44
abstract_inverted_index.developed	67
abstract_inverted_index.different	62
abstract_inverted_index.efficient	75
abstract_inverted_index.expensive	23
abstract_inverted_index.featuring	50
abstract_inverted_index.impactful	157
abstract_inverted_index.inference	76
abstract_inverted_index.interface	129
abstract_inverted_index.organized	39
abstract_inverted_index.practice.	34
abstract_inverted_index.resulting	104
abstract_inverted_index.solution.	114
abstract_inverted_index.validated	109
abstract_inverted_index.Promptable	0
abstract_inverted_index.addressing	11
abstract_inverted_index.algorithms	94, 107, 118
abstract_inverted_index.computing,	24
abstract_inverted_index.facilitate	131
abstract_inverted_index.foundation	2, 70, 150
abstract_inverted_index.modalities	58
abstract_inverted_index.promptable	46
abstract_inverted_index.real-world	158
abstract_inverted_index.competition	43
abstract_inverted_index.development	145
abstract_inverted_index.implemented	73
abstract_inverted_index.large-scale	52
abstract_inverted_index.lightweight	68
abstract_inverted_index.maintaining	84
abstract_inverted_index.open-source	124
abstract_inverted_index.performance	99
abstract_inverted_index.Furthermore,	115
abstract_inverted_index.incorporated	121
abstract_inverted_index.requirements	82
abstract_inverted_index.segmentation	1, 69, 86, 149
abstract_inverted_index.applications.	159
abstract_inverted_index.computational	81
abstract_inverted_index.institutions.	63
abstract_inverted_index.international	42
abstract_inverted_index.segmentation,	49
abstract_inverted_index.substantially	79
abstract_inverted_index.user-friendly	128
abstract_inverted_index.post-challenge	90
abstract_inverted_index.transformative	8
abstract_inverted_index.best-performing	117
abstract_inverted_index.reproducibility	102, 110
abstract_inverted_index.state-of-the-art	85
cited_by_percentile_year
countries_distinct_count	0
institutions_distinct_count	82
citation_normalized_percentile