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References from Machine learning methods for histopathological image analysis: Updates in 2024. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1001/jama.2017.14585
10.1001/jama.2017.14585 · External reference
10.1038/s41591-019-0508-1
10.1038/s41591-019-0508-1 · External reference
10.1093/noajnl/vdad139
10.1093/noajnl/vdad139 · External reference
10.1038/s41467-020-19817-3
10.1038/s41467-020-19817-3 · External reference
10.3390/cancers13102419
10.3390/cancers13102419 · External reference
10.1038/s41746-021-00427-2
10.1038/s41746-021-00427-2 · External reference
10.1038/s41467-019-13647-8
10.1038/s41467-019-13647-8 · External reference
10.1038/ncomms12474
10.1038/ncomms12474 · External reference
10.1016/j.csbj.2018.01.001 · Admitted local publication
10.1016/j.jpi.2022.100009
10.1016/j.jpi.2022.100009 · External reference
10.1158/0008-5472.can-20-0668
10.1158/0008-5472.can-20-0668 · External reference
10.1038/s41467-024-46986-2
10.1038/s41467-024-46986-2 · External reference
10.1109/cvpr52729.2023.01503
10.1109/cvpr52729.2023.01503 · External reference
10.1038/s41551-022-00923-0
10.1038/s41551-022-00923-0 · External reference
10.1109/tsmc.1979.4310076
10.1109/tsmc.1979.4310076 · External reference
10.1371/journal.pcbi.1008349
10.1371/journal.pcbi.1008349 · External reference
10.1038/s41598-017-17204-5
10.1038/s41598-017-17204-5 · External reference
10.1002/prca.201800057
10.1002/prca.201800057 · External reference
10.1016/s1470-2045(20)30535-0
10.1016/s1470-2045(20)30535-0 · External reference
10.1038/s41591-019-0462-y
10.1038/s41591-019-0462-y · External reference
10.1016/j.compmedimag.2023.102321
10.1016/j.compmedimag.2023.102321 · External reference
10.1109/embc.2015.7318465
10.1109/embc.2015.7318465 · External reference
10.1109/rbme.2023.3297604
10.1109/rbme.2023.3297604 · External reference
10.1038/s41591-024-02857-3
10.1038/s41591-024-02857-3 · External reference
10.1016/j.isci.2022.105872
10.1016/j.isci.2022.105872 · External reference
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External reference
Multimodal whole slide foundation model for pathology
2024 · External reference
PRISM: A Multi-Modal Generative Foundation Model for Slide-Level Histopathology
2024 · External reference
10.1038/s41586-024-07441-w
10.1038/s41586-024-07441-w · External reference
10.1007/978-3-031-47076-9_12
10.1007/978-3-031-47076-9_12 · External reference
10.1016/j.media.2023.102936
10.1016/j.media.2023.102936 · External reference
10.1038/s41591-024-02856-4
10.1038/s41591-024-02856-4 · External reference
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10.1016/j.annonc.2021.06.007
10.1016/j.annonc.2021.06.007 · External reference
10.1016/j.ajpath.2022.03.011
10.1016/j.ajpath.2022.03.011 · External reference
10.1038/s41591-024-02995-8
10.1038/s41591-024-02995-8 · External reference
10.1016/s0302-2838(22)00693-5
10.1016/s0302-2838(22)00693-5 · External reference
10.1016/j.jtho.2023.12.010
10.1016/j.jtho.2023.12.010 · External reference
10.1038/s41586-021-03512-4
10.1038/s41586-021-03512-4 · External reference
10.1001/jama.2017.14585
10.1001/jama.2017.14585 · External reference
10.1109/tmi.2018.2867350
10.1109/tmi.2018.2867350 · External reference
10.1016/s2589-7500(23)00148-6
10.1016/s2589-7500(23)00148-6 · External reference
10.1016/s2589-7500(23)00027-4
10.1016/s2589-7500(23)00027-4 · External reference
10.1016/s2589-7500(21)00211-9
10.1016/s2589-7500(21)00211-9 · External reference
10.1038/s41467-024-48171-x
10.1038/s41467-024-48171-x · External reference
10.1038/s41591-022-01768-5
10.1038/s41591-022-01768-5 · External reference
10.1001/jamadermatol.2023.5550
10.1001/jamadermatol.2023.5550 · External reference
10.1016/j.media.2021.102298
10.1016/j.media.2021.102298 · External reference
10.1002/path.5662
10.1002/path.5662 · External reference
10.1038/s41379-021-00794-x
10.1038/s41379-021-00794-x · External reference
10.1016/j.celrep.2022.110424
10.1016/j.celrep.2022.110424 · External reference
10.7759/cureus.62264
10.7759/cureus.62264 · External reference
10.1016/j.modpat.2023.100381
10.1016/j.modpat.2023.100381 · External reference
10.1038/s41551-022-00929-8
10.1038/s41551-022-00929-8 · External reference
Yottixel–an image search engine for large archives of histopathology whole slide images
10.1016/j.media.2020.101757 · 2020 · External reference
10.1056/aics2300019
10.1056/aics2300019 · External reference
10.1016/j.media.2022.102645
10.1016/j.media.2022.102645 · External reference
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2024 · External reference
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2024 · External reference
10.1038/s41586-024-07618-3
10.1038/s41586-024-07618-3 · External reference
10.1038/s41416-020-01122-x
10.1038/s41416-020-01122-x · External reference
10.1016/s2589-7500(23)00208-x
10.1016/s2589-7500(23)00208-x · External reference
10.1016/s2589-7500(21)00180-1
10.1016/s2589-7500(21)00180-1 · External reference
10.1038/s41591-018-0177-5
10.1038/s41591-018-0177-5 · External reference
10.1038/s41746-024-01003-0
10.1038/s41746-024-01003-0 · External reference
10.1371/journal.pmed.1002730
10.1371/journal.pmed.1002730 · External reference
10.1038/s41467-024-49153-9
10.1038/s41467-024-49153-9 · External reference
10.1038/s41467-023-42453-6
10.1038/s41467-023-42453-6 · External reference
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10.1038/s43018-024-00793-2
10.1038/s43018-024-00793-2 · External reference
NACNet: A histology context-aware transformer graph convolution network for predicting treatment response to neoadjuvant chemotherapy in Triple Negative Breast Cancer
10.1016/j.compmedimag.2024.102467 · 2024 · External reference
10.1016/j.xcrm.2023.101013
10.1016/j.xcrm.2023.101013 · External reference
10.1038/s41467-022-34275-9
10.1038/s41467-022-34275-9 · External reference
10.4132/jptm.2024.01.31
10.4132/jptm.2024.01.31 · External reference
10.1038/s41467-021-25221-2
10.1038/s41467-021-25221-2 · External reference
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2024 · External reference
Unresolved reference
2024 · External reference
10.1016/j.labinv.2023.100070
10.1016/j.labinv.2023.100070 · External reference
10.34133/2022/9786242
10.34133/2022/9786242 · External reference
Virtual staining of defocused autofluorescence images of unlabeled tissue using deep neural networks
10.34133/2022/9818965 · 2022 · External reference
10.1038/s41551-019-0362-y
10.1038/s41551-019-0362-y · External reference
10.1038/s41551-022-00952-9
10.1038/s41551-022-00952-9 · External reference
10.1038/s42256-024-00889-5
10.1038/s42256-024-00889-5 · External reference
10.1016/j.modpat.2023.100369
10.1016/j.modpat.2023.100369 · External reference
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10.1109/tmi.2024.3430825
10.1109/tmi.2024.3430825 · External reference
10.1016/j.patter.2023.100725
10.1016/j.patter.2023.100725 · External reference
10.1371/journal.pcbi.1013516
10.1371/journal.pcbi.1013516 · External reference
10.1073/pnas.1717139115
10.1073/pnas.1717139115 · External reference
Unresolved reference
2016 · External reference
10.1038/s41374-022-00742-6
10.1038/s41374-022-00742-6 · External reference
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2021 · External reference
Additive MIL: intrinsically interpretable multiple instance learning for pathology
10.52202/068431-1504 · 2022 · External reference
10.1007/978-3-031-26387-3_26
10.1007/978-3-031-26387-3_26 · External reference
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2022 · External reference
10.1038/s41551-020-00682-w
10.1038/s41551-020-00682-w · External reference
10.1109/jtehm.2022.3156851
10.1109/jtehm.2022.3156851 · External reference
10.1016/j.media.2023.102890
10.1016/j.media.2023.102890 · External reference
10.1016/j.compbiomed.2021.104253
10.1016/j.compbiomed.2021.104253 · External reference
10.1109/cvpr52688.2022.01567
10.1109/cvpr52688.2022.01567 · External reference
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10.1007/978-3-031-43907-0_57
10.1007/978-3-031-43907-0_57 · External reference
Mamba2MIL: State Space Duality Based Multiple Instance Learning for Computational Pathology
2024 · External reference
Unresolved reference
2024 · External reference
2DMamba: Efficient State Space Model for Image Representation with Applications on Giga-Pixel Whole Slide Image Classification
2024 · External reference
Unresolved reference
2023 · External reference
Unresolved reference
2025 · External reference
10.1007/978-3-031-55088-1_14
10.1007/978-3-031-55088-1_14 · External reference
10.1007/978-3-031-55088-1_10
10.1007/978-3-031-55088-1_10 · External reference
10.1007/978-3-031-55088-1_13
10.1007/978-3-031-55088-1_13 · External reference
NuCLS: A scalable crowdsourcing, deep learning approach and dataset for nucleus classification, localization and segmentation
2021 · External reference
10.1093/bioinformatics/btz083
10.1093/bioinformatics/btz083 · External reference
10.1021/pr501254j
10.1021/pr501254j · External reference
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10.1038/ng.2764
10.1038/ng.2764 · External reference
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Unresolved reference
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10.1038/s41598-021-86540-4
10.1038/s41598-021-86540-4 · External reference
10.1038/ng.2653
10.1038/ng.2653 · External reference
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Unresolved reference
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10.1109/iccvw54120.2021.00082
10.1109/iccvw54120.2021.00082 · External reference
10.1109/tmi.2021.3085712
10.1109/tmi.2021.3085712 · External reference
10.1038/s41597-023-02327-4
10.1038/s41597-023-02327-4 · External reference
10.1016/j.patter.2023.100688
10.1016/j.patter.2023.100688 · External reference
Pathvqa: 30000+ questions for medical visual question answering
2020 · External reference
Quilt-1m: One million image-text pairs for histopathology
2024 · External reference
Registered multi-device/staining histology image dataset for domain-agnostic machine learning models
10.1038/s41597-024-03122-5 · 2024 · External reference
Hest-1k: A dataset for spatial transcriptomics and histology image analysis
2024 · External reference
10.1038/s41597-023-02327-4
10.1038/s41597-023-02327-4 · External reference
Equipping computational pathology systems with artifact processing pipelines: a showcase for computation and performance trade-offs
10.1186/s12911-024-02676-z · 2024 · External reference
10.1038/s41746-024-01150-4
10.1038/s41746-024-01150-4 · External reference
10.1016/j.artmed.2020.101805
10.1016/j.artmed.2020.101805 · External reference
10.1038/s42256-019-0018-3
10.1038/s42256-019-0018-3 · External reference
Immunocto: a massive immune cell database auto-generated for histopathology
2024 · External reference
10.1093/neuonc/noab106
10.1093/neuonc/noab106 · External reference
Stain-invariant self supervised learning for histopathology image analysis
2022 · External reference
10.48550/arxiv.2111.07832
10.48550/arxiv.2111.07832 · External reference
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10.1038/s41591-024-03141-0
10.1038/s41591-024-03141-0 · External reference
10.48550/arxiv.2212.04690
10.48550/arxiv.2212.04690 · External reference
10.1016/j.media.2022.102559
10.1016/j.media.2022.102559 · External reference
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10.1038/s41551-025-01516-3
10.1038/s41551-025-01516-3 · External reference
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10.1038/s41592-024-02499-w
10.1038/s41592-024-02499-w · External reference
10.1109/tmi.2024.3501352
10.1109/tmi.2024.3501352 · External reference
10.1016/j.media.2022.102685
10.1016/j.media.2022.102685 · External reference
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Multi-task pre-training of deep neural networks for digital pathology
10.1109/jbhi.2020.2992878 · 2020 · External reference
10.1038/s41586-024-07894-z
10.1038/s41586-024-07894-z · External reference
10.1109/cvpr52734.2025.02869
10.1109/cvpr52734.2025.02869 · External reference
10.1093/bib/bbae551
10.1093/bib/bbae551 · External reference
10.1038/s41591-023-02504-3
10.1038/s41591-023-02504-3 · External reference
10.1038/s42256-023-00633-5
10.1038/s42256-023-00633-5 · External reference
10.1038/s43856-023-00276-y
10.1038/s43856-023-00276-y · External reference
10.1016/j.ccell.2022.07.004
10.1016/j.ccell.2022.07.004 · External reference
10.1109/tmi.2020.3021387
10.1109/tmi.2020.3021387 · External reference
SegRep: Mask-Supervised Learning for Segment Representation in Pathology Images
2024 · External reference
10.1038/s41698-024-00754-z
10.1038/s41698-024-00754-z · External reference
10.1186/s13244-024-01784-8
10.1186/s13244-024-01784-8 · External reference
Deep learning in ultrasound imaging
10.1109/jproc.2019.2932116 · 2019 · External reference
10.1016/j.cell.2024.03.035
10.1016/j.cell.2024.03.035 · External reference
10.1038/s41592-024-02327-1
10.1038/s41592-024-02327-1 · External reference
10.1038/s41551-024-01249-9
10.1038/s41551-024-01249-9 · External reference
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2024 · External reference
10.1016/j.labinv.2024.102049
10.1016/j.labinv.2024.102049 · External reference
10.1186/s13000-019-0803-7
10.1186/s13000-019-0803-7 · External reference
10.1016/j.ajpath.2012.01.033
10.1016/j.ajpath.2012.01.033 · External reference
10.1038/s41598-022-13907-6
10.1038/s41598-022-13907-6 · External reference
10.1002/viw.20230046
10.1002/viw.20230046 · External reference
10.1038/s41592-022-01468-5
10.1038/s41592-022-01468-5 · External reference
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Coca: Contrastive captioners are image-text foundation models
2022 · External reference
10.1038/s41551-025-01516-3
10.1038/s41551-025-01516-3 · External reference
10.48550/arxiv.2405.11618
10.48550/arxiv.2405.11618 · External reference
10.1016/j.ymeth.2024.11.002
10.1016/j.ymeth.2024.11.002 · External reference
10.1101/2024.06.17.599464
10.1101/2024.06.17.599464 · External reference
10.1093/bib/bbad464
10.1093/bib/bbad464 · External reference
Pathway pathology
10.1016/s0002-9440(10)64269-1 · 2002 · External reference
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10.1038/s41467-020-17678-4
10.1038/s41467-020-17678-4 · External reference
10.1038/s43018-024-00793-2
10.1038/s43018-024-00793-2 · External reference
10.1093/bib/bbac297
10.1093/bib/bbac297 · External reference
10.1038/s41587-023-02019-9
10.1038/s41587-023-02019-9 · External reference
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10.1016/j.csbj.2024.04.039
10.1016/j.csbj.2024.04.039 · External reference
10.1093/bib/bbae551
10.1093/bib/bbae551 · External reference
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10.1038/s42256-024-00889-5
10.1038/s42256-024-00889-5 · External reference
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2025 · External reference
10.1016/j.media.2022.102691
10.1016/j.media.2022.102691 · External reference
Prediction of DNA methylation-based tumor types from histopathology in central nervous system tumors with deep learning
2024 · External reference
10.1016/j.ccell.2022.07.004
10.1016/j.ccell.2022.07.004 · External reference
10.1109/cvpr52733.2024.01100
10.1109/cvpr52733.2024.01100 · External reference
10.1126/science.ado9336
10.1126/science.ado9336 · External reference
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Accurate structure prediction of biomolecular interactions with AlphaFold 3
2024 · External reference
10.1126/science.adg7492
10.1126/science.adg7492 · External reference
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10.1038/s42256-024-00807-9
10.1038/s42256-024-00807-9 · External reference
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10.1053/j.semdp.2019.06.003
10.1053/j.semdp.2019.06.003 · External reference
10.1038/s41379-021-01000-8
10.1038/s41379-021-01000-8 · External reference
10.1186/1746-1596-6-s1-s15
10.1186/1746-1596-6-s1-s15 · External reference
10.1109/tmi.2016.2529665
10.1109/tmi.2016.2529665 · External reference
10.1109/isbi.2009.5193250
10.1109/isbi.2009.5193250 · External reference
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10.1109/iwssip.2019.8787328
10.1109/iwssip.2019.8787328 · External reference
10.1016/j.media.2019.101544
10.1016/j.media.2019.101544 · External reference
10.1016/j.compbiomed.2024.108018
10.1016/j.compbiomed.2024.108018 · External reference
10.1016/j.jpi.2022.100183
10.1016/j.jpi.2022.100183 · External reference
10.1109/isbi53787.2023.10230723
10.1109/isbi53787.2023.10230723 · External reference
10.1016/j.media.2021.102004
10.1016/j.media.2021.102004 · External reference
10.48550/arxiv.2310.14197
10.48550/arxiv.2310.14197 · External reference
10.1038/s41591-024-02838-6
10.1038/s41591-024-02838-6 · External reference
10.1016/j.cmpb.2024.108384
10.1016/j.cmpb.2024.108384 · External reference
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10.1038/s41598-024-68667-2
10.1038/s41598-024-68667-2 · External reference
10.1007/978-3-031-43987-2_50
10.1007/978-3-031-43987-2_50 · External reference
10.1007/s11263-019-01228-7
10.1007/s11263-019-01228-7 · External reference
10.1109/wacv.2018.00097
10.1109/wacv.2018.00097 · External reference
10.1038/s41698-023-00399-4
10.1038/s41698-023-00399-4 · External reference
10.1016/j.media.2023.102890
10.1016/j.media.2023.102890 · External reference
E2-MIL: An explainable and evidential multiple instance learning framework for whole slide image classification
10.1016/j.media.2024.103294 · 2024 · External reference
10.1038/s41467-021-21896-9
10.1038/s41467-021-21896-9 · External reference
10.1038/s41591-023-02643-7
10.1038/s41591-023-02643-7 · External reference
10.1016/j.media.2019.101563
10.1016/j.media.2019.101563 · External reference
10.1016/j.media.2024.103143
10.1016/j.media.2024.103143 · External reference
10.1038/s41598-021-02168-4
10.1038/s41598-021-02168-4 · External reference
10.1002/2056-4538.12392
10.1002/2056-4538.12392 · External reference
10.1038/s41551-023-01160-9
10.1038/s41551-023-01160-9 · External reference
10.1101/2024.10.29.620913
10.1101/2024.10.29.620913 · External reference
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10.1609/aaai.v38i5.28308
10.1609/aaai.v38i5.28308 · External reference
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