Výsledky vyhledávání - Multiple-Instance Learning Algorithms*

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.

Autoři: Funk J Clement G Togninalli M a další

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

Způsob vydávání: Journal Article; Comparative Study

Informace o časopise: 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

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

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

Autoři: Oh HJ Min S Jeong WK

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

Způsob vydávání: Journal Article

Informace o časopise: 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

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

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

Autoři: Sai MJ Punn NS

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

Způsob vydávání: Journal Article

Informace o časopise: 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

Výrazy ze slovníku MeSH: 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.

Autoři: Zhu L Yan R Guan T a další

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

Způsob vydávání: Journal Article

Informace o časopise: 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

Výrazy ze slovníku MeSH: 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

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

Autoři: Mao J Xu J Tang X a další

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

Způsob vydávání: Journal Article

Informace o časopise: 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

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

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

Autoři: Kim D Lee J Jung M a další

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

Způsob vydávání: Journal Article

Informace o časopise: 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

Výrazy ze slovníku MeSH: 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

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

Autoři: De Vries M Dent LG Curry N a další

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

Způsob vydávání: Journal Article

Informace o časopise: 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

Výrazy ze slovníku MeSH: 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.

Autoři: Dong J Jiang J Jiang K a další

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

Způsob vydávání: Journal Article

Informace o časopise: 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

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

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

Autoři: Chen L Xiao H Jiang J a další

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

Způsob vydávání: Journal Article

Informace o časopise: 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

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

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

Autoři: Kurata Y Mimura I Kodera S a další

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

Způsob vydávání: Journal Article

Informace o časopise: 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

Výrazy ze slovníku MeSH: 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.

Autoři: Keshvarikhojasteh H Aubreville M Bertram CA a další

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

Způsob vydávání: Journal Article

Informace o časopise: 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

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

CoD-MIL: Chain-of-Diagnosis Prompting Multiple Instance Learning for Whole Slide Image Classification

Autoři: Jiangbo Shi Chen Li Tieliang Gong a další

Zdroj: IEEE Transactions on Medical Imaging. 44:1218-1229

Témata: Machine Learning, Image Interpretation, Computer-Assisted, Humans, Multiple-Instance Learning Algorithms, Algorithms, Natural Language Processing

Přístupová URL adresa: https://pubmed.ncbi.nlm.nih.gov/39441683

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

Autoři: Li J Zhang Y Shu W a další

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

Způsob vydávání: Journal Article

Informace o časopise: 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

Výrazy ze slovníku MeSH: 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

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

Autoři: Cai L Huang S Zhang Y a další

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

Způsob vydávání: Journal Article

Informace o časopise: 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

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

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

Autoři: Huang YY Chu WT

Zdroj: 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.

Způsob vydávání: Journal Article

Informace o časopise: 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

Výrazy ze slovníku MeSH: 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.

Autoři: Cruciani F Nicoletti G Cafaro D a další

Zdroj: 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.

Způsob vydávání: Journal Article

Informace o časopise: 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

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

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

Autoři: Alexopoulos D Delopoulos A

Zdroj: 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.

Způsob vydávání: Journal Article

Informace o časopise: 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

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

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

Autoři: Jin S Xu H Zhu Y a další

Zdroj: 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.

Způsob vydávání: Journal Article

Informace o časopise: 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

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

Enhanced Multiple Instance Learning for Breast Cancer Detection in Mammography: Adaptive Patching, Advanced Pooling, and Deep Supervision.

Autoři: Sarwar F Garrido NMF Sebastiao P a další

Zdroj: 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. 1-6.

Způsob vydávání: Journal Article

Informace o časopise: 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

Výrazy ze slovníku MeSH: Breast Neoplasms*/diagnostic imaging , Mammography*/methods , Deep Learning*, Humans ; Female ; Algorithms ; Multiple-Instance Learning Algorithms

Incorporating hierarchical information into multiple instance learning for patient phenotype prediction with single-cell RNA-sequencing data.

Autoři: Do C Lähdesmäki H

Zdroj: Bioinformatics (Oxford, England) [Bioinformatics] 2025 Jul 01; Vol. 41 (Supplement_1), pp. i96-i104.

Způsob vydávání: Journal Article

Informace o časopise: 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

Výrazy ze slovníku MeSH: Single-Cell Analysis*/methods , Sequence Analysis, RNA*/methods , Machine Learning* , RNA-Seq*/methods, Humans ; Phenotype ; Computational Biology/methods ; Algorithms ; Multiple-Instance Learning Algorithms