Search Results - multiple-(instance OR instalacie) learning algorithms*

S2L-CM: Scribble-supervised nuclei segmentation in histopathology images using contrastive regularization and pixel-level multiple instance learning.

Authors: Oh HJ Min S Jeong WK

Source: Computers in biology and medicine [Comput Biol Med] 2025 Jun; Vol. 192 (Pt B), pp. 110293. Date of Electronic Publication: 2025 May 16.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 1250250 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0534 (Electronic) Linking ISSN: 00104825 NLM ISO Abbreviation: Comput Biol Med Subsets: MEDLINE

MeSH Terms: Cell Nucleus*/pathology , Image Processing, Computer-Assisted*/methods , Multiple-Instance Learning Algorithms*, Humans ; Algorithms ; Deep Learning

Comparison of an Attention-Based Multiple Instance Learning (MIL) With a Visual Transformer Model: Two Weakly Supervised Deep Learning (DL) Algorithms for the Detection of Histopathologic Lesions in the Rat Liver to Distinguish Normal From Abnormal.

Authors: Funk J Clement G Togninalli M et al.

Source: Toxicologic pathology [Toxicol Pathol] 2025 Jul; Vol. 53 (5), pp. 456-478. Date of Electronic Publication: 2025 May 30.

Publication Type: Journal Article; Comparative Study

Journal Info: Publisher: Sage Publications Country of Publication: United States NLM ID: 7905907 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1533-1601 (Electronic) Linking ISSN: 01926233 NLM ISO Abbreviation: Toxicol Pathol Subsets: MEDLINE

MeSH Terms: Deep Learning* , Liver*/pathology , Supervised Machine Learning*, Animals ; Rats ; Algorithms ; Toxicity Tests/methods ; Multiple-Instance Learning Algorithms

KS-TMIL: A K-Stage Transformer approach with multiple instance learning model for ovarian cancer subtype classification.

Authors: Sai MJ Punn NS

Source: Computers in biology and medicine [Comput Biol Med] 2025 Sep; Vol. 196 (Pt B), pp. 110726. Date of Electronic Publication: 2025 Jul 22.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 1250250 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0534 (Electronic) Linking ISSN: 00104825 NLM ISO Abbreviation: Comput Biol Med Subsets: MEDLINE

MeSH Terms: Image Interpretation, Computer-Assisted*/methods , Multiple-Instance Learning Algorithms* , Ovarian Neoplasms*/classification , Ovarian Neoplasms*/diagnostic imaging , Ovarian Neoplasms*/pathology, Female ; Humans

Hierarchically Optimized Multiple Instance Learning With Multi-Magnification Pathological Images for Cerebral Tumor Diagnosis.

Authors: Zhu L Yan R Guan T et al.

Source: IEEE journal of biomedical and health informatics [IEEE J Biomed Health Inform] 2025 Jun; Vol. 29 (6), pp. 4173-4185.

Publication Type: Journal Article

Journal Info: Publisher: Institute of Electrical and Electronics Engineers Country of Publication: United States NLM ID: 101604520 Publication Model: Print Cited Medium: Internet ISSN: 2168-2208 (Electronic) Linking ISSN: 21682194 NLM ISO Abbreviation: IEEE J Biomed Health Inform Subsets: MEDLINE

MeSH Terms: Brain Neoplasms*/diagnostic imaging , Brain Neoplasms*/pathology , Image Interpretation, Computer-Assisted*/methods , Multiple-Instance Learning Algorithms*, Humans ; Brain/diagnostic imaging ; Brain/pathology ; Databases, Factual ; Glioma/diagnostic imaging ; Glioma/pathology ; Machine Learning

Whole slide image-level classification of malignant effusion cytology using clustering-constrained attention multiple instance learning.

Authors: Kim D Lee J Jung M et al.

Source: Lung cancer (Amsterdam, Netherlands) [Lung Cancer] 2025 Jun; Vol. 204, pp. 108552. Date of Electronic Publication: 2025 Apr 21.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Scientific Publishers Country of Publication: Ireland NLM ID: 8800805 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-8332 (Electronic) Linking ISSN: 01695002 NLM ISO Abbreviation: Lung Cancer Subsets: MEDLINE

MeSH Terms: Cluster Analysis* , Lung Neoplasms*/diagnosis , Lung Neoplasms*/pathology , Multiple-Instance Learning Algorithms* , Pleural Effusion, Malignant*/diagnosis , Pleural Effusion, Malignant*/pathology , Pleural Effusion, Malignant*/classification, Humans ; Cytodiagnosis/methods ; Image Processing, Computer-Assisted/methods

CAMIL: channel attention-based multiple instance learning for whole slide image classification.

Authors: Mao J Xu J Tang X et al.

Source: Bioinformatics (Oxford, England) [Bioinformatics] 2025 Feb 04; Vol. 41 (2).

Publication Type: Journal Article

Journal Info: Publisher: Oxford University Press Country of Publication: England NLM ID: 9808944 Publication Model: Print Cited Medium: Internet ISSN: 1367-4811 (Electronic) Linking ISSN: 13674803 NLM ISO Abbreviation: Bioinformatics Subsets: MEDLINE

MeSH Terms: Image Processing, Computer-Assisted*/methods , Multiple-Instance Learning Algorithms*, Humans ; Algorithms ; Computational Biology/methods

The KMeansGraphMIL Model: A Weakly Supervised Multiple Instance Learning Model for Predicting Colorectal Cancer Tumor Mutational Burden.

Authors: Chen L Xiao H Jiang J et al.

Source: The American journal of pathology [Am J Pathol] 2025 Apr; Vol. 195 (4), pp. 671-679. Date of Electronic Publication: 2025 Jan 10.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 0370502 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1525-2191 (Electronic) Linking ISSN: 00029440 NLM ISO Abbreviation: Am J Pathol Subsets: MEDLINE

MeSH Terms: Biomarkers, Tumor*/genetics , Colorectal Neoplasms*/genetics , Colorectal Neoplasms*/pathology , Colorectal Neoplasms*/diagnosis , Multiple-Instance Learning Algorithms* , Mutation*, Humans ; ROC Curve

Geometric deep learning and multiple-instance learning for 3D cell-shape profiling.

Authors: De Vries M Dent LG Curry N et al.

Source: Cell systems [Cell Syst] 2025 Mar 19; Vol. 16 (3), pp. 101229.

Publication Type: Journal Article

Journal Info: Publisher: Cell Press Country of Publication: United States NLM ID: 101656080 Publication Model: Print Cited Medium: Internet ISSN: 2405-4720 (Electronic) Linking ISSN: 24054712 NLM ISO Abbreviation: Cell Syst Subsets: MEDLINE

MeSH Terms: Cell Shape* , Multiple-Instance Learning Algorithms*, Humans ; Deep Learning ; Drug Discovery/methods ; Imaging, Three-Dimensional/methods ; Melanoma/pathology

Disentangled Pseudo-Bag Augmentation for Whole Slide Image Multiple Instance Learning.

Authors: Dong J Jiang J Jiang K et al.

Source: IEEE transactions on medical imaging [IEEE Trans Med Imaging] 2025 Nov; Vol. 44 (11), pp. 4181-4197.

Publication Type: Journal Article

Journal Info: Publisher: Institute of Electrical and Electronics Engineers Country of Publication: United States NLM ID: 8310780 Publication Model: Print Cited Medium: Internet ISSN: 1558-254X (Electronic) Linking ISSN: 02780062 NLM ISO Abbreviation: IEEE Trans Med Imaging Subsets: MEDLINE

MeSH Terms: Image Interpretation, Computer-Assisted*/methods , Machine Learning*, Humans ; Algorithms ; Neural Networks, Computer ; Multiple-Instance Learning Algorithms

Multiple instance learning using pathology foundation models effectively predicts kidney disease diagnosis and clinical classification.

Authors: Kurata Y Mimura I Kodera S et al.

Source: Scientific reports [Sci Rep] 2025 Oct 09; Vol. 15 (1), pp. 35298. Date of Electronic Publication: 2025 Oct 09.

Publication Type: Journal Article

Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE

MeSH Terms: Kidney Diseases*/diagnosis , Kidney Diseases*/classification , Kidney Diseases*/pathology , Diabetic Nephropathies*/diagnosis , Diabetic Nephropathies*/pathology , Machine Learning*, Humans ; ROC Curve ; Kidney/pathology ; Male ; Female ; Multiple-Instance Learning Algorithms

Beyond accuracy: Quantifying the reliability of multiple instance learning for whole slide image classification.

Authors: Keshvarikhojasteh H Aubreville M Bertram CA et al.

Source: PloS one [PLoS One] 2025 Dec 05; Vol. 20 (12), pp. e0337261. Date of Electronic Publication: 2025 Dec 05 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Machine Learning* , Image Processing, Computer-Assisted*/methods, Humans ; Reproducibility of Results ; Multiple-Instance Learning Algorithms

Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Bag-Level Classifier is a Good Instance-Level Teacher

Authors: Hongyi Wang Luyang Luo Fang Wang et al.

Source: IEEE Transactions on Medical Imaging. 43:3964-3976

Subject Terms: Pipelines, FOS: Computer and information sciences, 0301 basic medicine, Iterative methods, Multiple instance learning, Computer Vision and Pattern Recognition (cs.CV), Computer Science - Computer Vision and Pattern Recognition, Deep learning, Whole slide image, Vectors, Computer science, 01 natural sciences, Semantics, Machine Learning, 03 medical and health sciences, 0302 clinical medicine, Task analysis, Image Interpretation, Computer-Assisted, Image Processing, Computer-Assisted, Training, Humans, 0101 mathematics, Algorithms, Weakly-supervised learning

Access URL: https://pubmed.ncbi.nlm.nih.gov/38781068
http://arxiv.org/abs/2312.01099

AttriMIL: Revisiting attention-based multiple instance learning for whole-slide pathological image classification from a perspective of instance attributes.

Authors: Cai L Huang S Zhang Y et al.

Source: Medical image analysis [Med Image Anal] 2025 Jul; Vol. 103, pp. 103631. Date of Electronic Publication: 2025 May 14.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 9713490 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1361-8423 (Electronic) Linking ISSN: 13618415 NLM ISO Abbreviation: Med Image Anal Subsets: MEDLINE

MeSH Terms: Image Interpretation, Computer-Assisted*/methods , Machine Learning*, Humans ; Algorithms ; Multiple-Instance Learning Algorithms

M4: Multi-proxy multi-gate mixture of experts network for multiple instance learning in histopathology image analysis.

Authors: Li J Zhang Y Shu W et al.

Source: Medical image analysis [Med Image Anal] 2025 Jul; Vol. 103, pp. 103561. Date of Electronic Publication: 2025 Apr 01.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 9713490 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1361-8423 (Electronic) Linking ISSN: 13618415 NLM ISO Abbreviation: Med Image Anal Subsets: MEDLINE

MeSH Terms: Neural Networks, Computer* , Image Processing, Computer-Assisted*/methods , Machine Learning* , Neoplasms*/pathology , Neoplasms*/genetics , Neoplasms*/diagnostic imaging , Image Interpretation, Computer-Assisted*/methods, Humans ; Mutation ; Algorithms ; Multiple-Instance Learning Algorithms

Learnable Context in Multiple Instance Learning for Whole Slide Image Classification and Segmentation.

Authors: Huang YY Chu WT

Source: Journal of imaging informatics in medicine [J Imaging Inform Med] 2025 Aug; Vol. 38 (4), pp. 2322-2336. Date of Electronic Publication: 2024 Nov 04.

Publication Type: Journal Article

Journal Info: Publisher: Springer Nature Country of Publication: Switzerland NLM ID: 9918663679206676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2948-2933 (Electronic) Linking ISSN: 29482925 NLM ISO Abbreviation: J Imaging Inform Med Subsets: MEDLINE

MeSH Terms: Image Interpretation, Computer-Assisted*/methods , Image Processing, Computer-Assisted*/methods , Machine Learning*, Algorithms ; Multiple-Instance Learning Algorithms

AI-Driven Pathomics for Predicting Chemotherapy Response in Metastatic Colorectal Cancer: A Transfer Learning Approach with Attention-Based Multiple Instance Learning.

Authors: Cruciani F Nicoletti G Cafaro D et al.

Source: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference [Annu Int Conf IEEE Eng Med Biol Soc] 2025 Jul; Vol. 2025, pp. 1-7.

Publication Type: Journal Article

Journal Info: Publisher: [IEEE] Country of Publication: United States NLM ID: 101763872 Publication Model: Print Cited Medium: Internet ISSN: 2694-0604 (Electronic) Linking ISSN: 23757477 NLM ISO Abbreviation: Annu Int Conf IEEE Eng Med Biol Soc Subsets: MEDLINE

MeSH Terms: Colorectal Neoplasms*/drug therapy , Colorectal Neoplasms*/pathology , Artificial Intelligence* , Machine Learning*, Humans ; Neoplasm Metastasis ; Algorithms ; Deep Learning ; Treatment Outcome ; Multiple-Instance Learning Algorithms

Acoustic COVID-19 Detection Using Multiple Instance Learning

Authors: Michael Reiter Franz Pernkopf

Source: IEEE Journal of Biomedical and Health Informatics. 29:620-630

Subject Terms: Machine Learning, Cough, SARS-CoV-2, Humans, COVID-19, Speech, Signal Processing, Computer-Assisted, Algorithms

Access URL: https://pubmed.ncbi.nlm.nih.gov/39365725

In-The-Wild Detection of Intermittent Parkinsonian Tremor: A Federated, Self-Supervised Learning Approach Using Attention-Based Multiple Instance Learning.

Authors: Alexopoulos D Delopoulos A

Source: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference [Annu Int Conf IEEE Eng Med Biol Soc] 2025 Jul; Vol. 2025, pp. 1-7.

Publication Type: Journal Article

Journal Info: Publisher: [IEEE] Country of Publication: United States NLM ID: 101763872 Publication Model: Print Cited Medium: Internet ISSN: 2694-0604 (Electronic) Linking ISSN: 23757477 NLM ISO Abbreviation: Annu Int Conf IEEE Eng Med Biol Soc Subsets: MEDLINE

MeSH Terms: Tremor*/diagnosis , Parkinson Disease*/diagnosis , Supervised Machine Learning* , Attention*, Humans ; Smartphone ; Accelerometry ; Algorithms ; Multiple-Instance Learning Algorithms

A cluster attention-based multiple instance learning network for enhancing histopathological image interpretation.

Authors: Ko S Ando Y Kim M et al.

Source: Computers in biology and medicine [Comput Biol Med] 2025 Jul; Vol. 193, pp. 110353. Date of Electronic Publication: 2025 May 21.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 1250250 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0534 (Electronic) Linking ISSN: 00104825 NLM ISO Abbreviation: Comput Biol Med Subsets: MEDLINE

MeSH Terms: Image Interpretation, Computer-Assisted*/methods , Neoplasms*/pathology , Neoplasms*/diagnostic imaging , Machine Learning*, Humans ; Cluster Analysis ; Multiple-Instance Learning Algorithms

Multi-Scale Multiple Instance Learning for Lymph Node Metastasis Prediction in Early Gastric Cancer.

Authors: Jin S Xu H Zhu Y et al.

Source: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference [Annu Int Conf IEEE Eng Med Biol Soc] 2025 Jul; Vol. 2025, pp. 1-5.

Publication Type: Journal Article

Journal Info: Publisher: [IEEE] Country of Publication: United States NLM ID: 101763872 Publication Model: Print Cited Medium: Internet ISSN: 2694-0604 (Electronic) Linking ISSN: 23757477 NLM ISO Abbreviation: Annu Int Conf IEEE Eng Med Biol Soc Subsets: MEDLINE

MeSH Terms: Stomach Neoplasms*/pathology , Stomach Neoplasms*/diagnosis , Stomach Neoplasms*/diagnostic imaging , Lymphatic Metastasis*/diagnosis , Machine Learning*, Humans ; Algorithms ; Lymph Nodes/pathology ; Multiple-Instance Learning Algorithms