Topological Inductive Bias fosters Multiple Instance Learning in Data-Scarce Scenarios
Fuente:
arXiv
Saved in:
| Main Authors: | Kazeminia, Salome, Marr, Carsten, Rieck, Bastian |
|---|---|
| Format: | Preprint |
| Published: |
2023
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Continual Multiple Instance Learning for Hematologic Disease Diagnosis
by: Ebrahimi, Zahra, et al.
Published: (2025)
by: Ebrahimi, Zahra, et al.
Published: (2025)
Latent Representation Learning from 3D Brain MRI for Interpretable Prediction in Multiple Sclerosis
by: Huynh, Trinh Ngoc, et al.
Published: (2025)
by: Huynh, Trinh Ngoc, et al.
Published: (2025)
MyData: A Comprehensive Database of Mycetoma Tissue Microscopic Images for Histopathological Analysis
by: Ali, Hyam Omar, et al.
Published: (2024)
by: Ali, Hyam Omar, et al.
Published: (2024)
TABSurfer: a Hybrid Deep Learning Architecture for Subcortical Segmentation
by: Cao, Aaron, et al.
Published: (2023)
by: Cao, Aaron, et al.
Published: (2023)
Deep Learning-based MRI Reconstruction with Artificial Fourier Transform Network (AFTNet)
by: Yang, Yanting, et al.
Published: (2023)
by: Yang, Yanting, et al.
Published: (2023)
Breast Lump Detection and Localization with a Tactile Glove Using Deep Learning
by: Syrymova, Togzhan, et al.
Published: (2025)
by: Syrymova, Togzhan, et al.
Published: (2025)
NMGrad: Advancing Histopathological Bladder Cancer Grading with Weakly Supervised Deep Learning
by: Fuster, Saul, et al.
Published: (2024)
by: Fuster, Saul, et al.
Published: (2024)
Morpho-Genomic Deep Learning for Ovarian Cancer Subtype and Gene Mutation Prediction from Histopathology
by: Fernandes, Gabriela
Published: (2025)
by: Fernandes, Gabriela
Published: (2025)
RankByGene: Gene-Guided Histopathology Representation Learning Through Cross-Modal Ranking Consistency
by: Huang, Wentao, et al.
Published: (2024)
by: Huang, Wentao, et al.
Published: (2024)
Digital Volumetric Biopsy Cores Improve Gleason Grading of Prostate Cancer Using Deep Learning
by: Redekop, Ekaterina, et al.
Published: (2024)
by: Redekop, Ekaterina, et al.
Published: (2024)
Grad-CAMO: Learning Interpretable Single-Cell Morphological Profiles from 3D Cell Painting Images
by: Gopalakrishnan, Vivek, et al.
Published: (2024)
by: Gopalakrishnan, Vivek, et al.
Published: (2024)
A Progressive Risk Formulation for Enhanced Deep Learning based Total Knee Replacement Prediction in Knee Osteoarthritis
by: Rajamohan, Haresh Rengaraj, et al.
Published: (2024)
by: Rajamohan, Haresh Rengaraj, et al.
Published: (2024)
MIDOG 2025 Track 2: A Deep Learning Model for Classification of Atypical and Normal Mitotic Figures under Class and Hardness Imbalances
by: Kotte, Sujatha, et al.
Published: (2025)
by: Kotte, Sujatha, et al.
Published: (2025)
2D and 3D Deep Learning Models for MRI-based Parkinson's Disease Classification: A Comparative Analysis of Convolutional Kolmogorov-Arnold Networks, Convolutional Neural Networks, and Graph Convolutional Networks
by: Patel, Salil B, et al.
Published: (2024)
by: Patel, Salil B, et al.
Published: (2024)
A vision transformer-based framework for knowledge transfer from multi-modal to mono-modal lymphoma subtyping models
by: Guetarni, Bilel, et al.
Published: (2023)
by: Guetarni, Bilel, et al.
Published: (2023)
Now and Future of Artificial Intelligence-based Signet Ring Cell Diagnosis: A Survey
by: Meng, Zhu, et al.
Published: (2023)
by: Meng, Zhu, et al.
Published: (2023)
SegmentAnything helps microscopy images based automatic and quantitative organoid detection and analysis
by: Xing, Xiaodan, et al.
Published: (2023)
by: Xing, Xiaodan, et al.
Published: (2023)
Clinically Relevant Latent Space Embedding of Cancer Histopathology Slides through Variational Autoencoder Based Image Compression
by: Nasr, Mohammad Sadegh, et al.
Published: (2023)
by: Nasr, Mohammad Sadegh, et al.
Published: (2023)
CS3: Cascade SAM for Sperm Segmentation
by: Shi, Yi, et al.
Published: (2024)
by: Shi, Yi, et al.
Published: (2024)
QuST: QuPath Extension for Integrative Whole Slide Image and Spatial Transcriptomics Analysis
by: Huang, Chao-Hui, et al.
Published: (2024)
by: Huang, Chao-Hui, et al.
Published: (2024)
Predicting brain tumour enhancement from non-contrast MR imaging with artificial intelligence
by: Ruffle, James K, et al.
Published: (2025)
by: Ruffle, James K, et al.
Published: (2025)
Automated Histopathologic Assessment of Hirschsprung Disease Using a Multi-Stage Vision Transformer Framework
by: Megahed, Youssef, et al.
Published: (2025)
by: Megahed, Youssef, et al.
Published: (2025)
Standardized Evaluation of Automatic Methods for Perivascular Spaces Segmentation in MRI -- MICCAI 2024 Challenge Results
by: Wu, Yilei, et al.
Published: (2025)
by: Wu, Yilei, et al.
Published: (2025)
Leveraging Pathology Foundation Models for Panoptic Segmentation of Melanoma in H&E Images
by: Lv, Jiaqi, et al.
Published: (2025)
by: Lv, Jiaqi, et al.
Published: (2025)
Self-supervised large-scale kidney abnormality detection in drug safety assessment studies
by: Slootweg, Ivan, et al.
Published: (2025)
by: Slootweg, Ivan, et al.
Published: (2025)
SegmentAnyBone: A Universal Model that Segments Any Bone at Any Location on MRI
by: Gu, Hanxue, et al.
Published: (2024)
by: Gu, Hanxue, et al.
Published: (2024)
Cell as Point: One-Stage Framework for Efficient Cell Tracking
by: Song, Yaxuan, et al.
Published: (2024)
by: Song, Yaxuan, et al.
Published: (2024)
Improving Pediatric Low-Grade Neuroepithelial Tumors Molecular Subtype Identification Using a Novel AUROC Loss Function for Convolutional Neural Networks
by: Namdar, Khashayar, et al.
Published: (2024)
by: Namdar, Khashayar, et al.
Published: (2024)
PixCell: A generative foundation model for digital histopathology images
by: Yellapragada, Srikar, et al.
Published: (2025)
by: Yellapragada, Srikar, et al.
Published: (2025)
Deformable MRI Sequence Registration for AI-based Prostate Cancer Diagnosis
by: Hering, Alessa, et al.
Published: (2024)
by: Hering, Alessa, et al.
Published: (2024)
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining
by: Nawar, Youssof, et al.
Published: (2024)
by: Nawar, Youssof, et al.
Published: (2024)
A Multicentric Dataset for Training and Benchmarking Breast Cancer Segmentation in H&E Slides
by: Lems, Carlijn, et al.
Published: (2025)
by: Lems, Carlijn, et al.
Published: (2025)
Optimizing Image Capture for Computer Vision-Powered Taxonomic Identification and Trait Recognition of Biodiversity Specimens
by: East, Alyson, et al.
Published: (2025)
by: East, Alyson, et al.
Published: (2025)
Segmenting Thalamic Nuclei: T1 Maps Provide a Reliable and Efficient Solution
by: Feng, Anqi, et al.
Published: (2025)
by: Feng, Anqi, et al.
Published: (2025)
EAP4EMSIG -- Experiment Automation Pipeline for Event-Driven Microscopy to Smart Microfluidic Single-Cells Analysis
by: Friederich, Nils, et al.
Published: (2024)
by: Friederich, Nils, et al.
Published: (2024)
IVIM-Morph: Motion-compensated quantitative Intra-voxel Incoherent Motion (IVIM) analysis for functional fetal lung maturity assessment from diffusion-weighted MRI data
by: Kertes, Noga, et al.
Published: (2024)
by: Kertes, Noga, et al.
Published: (2024)
Cross-Attention Fusion of MRI and Jacobian Maps for Alzheimer's Disease Diagnosis
by: Zhang, Shijia, et al.
Published: (2025)
by: Zhang, Shijia, et al.
Published: (2025)
Multi-Omics Fusion with Soft Labeling for Enhanced Prediction of Distant Metastasis in Nasopharyngeal Carcinoma Patients after Radiotherapy
by: Sheng, Jiabao, et al.
Published: (2025)
by: Sheng, Jiabao, et al.
Published: (2025)
From Images to Insights: Transforming Brain Cancer Diagnosis with Explainable AI
by: Khandaker, Md. Arafat Alam, et al.
Published: (2025)
by: Khandaker, Md. Arafat Alam, et al.
Published: (2025)
PySlyde: A Lightweight, Open-Source Toolkit for Pathology Preprocessing
by: Verghese, Gregory, et al.
Published: (2025)
by: Verghese, Gregory, et al.
Published: (2025)
Similar Items
-
Continual Multiple Instance Learning for Hematologic Disease Diagnosis
by: Ebrahimi, Zahra, et al.
Published: (2025) -
Latent Representation Learning from 3D Brain MRI for Interpretable Prediction in Multiple Sclerosis
by: Huynh, Trinh Ngoc, et al.
Published: (2025) -
MyData: A Comprehensive Database of Mycetoma Tissue Microscopic Images for Histopathological Analysis
by: Ali, Hyam Omar, et al.
Published: (2024) -
TABSurfer: a Hybrid Deep Learning Architecture for Subcortical Segmentation
by: Cao, Aaron, et al.
Published: (2023) -
Deep Learning-based MRI Reconstruction with Artificial Fourier Transform Network (AFTNet)
by: Yang, Yanting, et al.
Published: (2023)