multiple-instance-learning

There are 74 repositories under multiple-instance-learning topic.

  • ImageMIL

    Language:Python18

  • tcga_segmentation

    Whole Slide Image segmentation with weakly supervised multiple instance learning on TCGA | MICCAI2020 https://arxiv.org/abs/2004.05024

    Language:Python119

  • PDL

    Code for the paper " PDL: Regularizing Multiple Instance Learning with Progressive Dropout Layers "

    Language:Python113

  • pytorch_MELM

    The pytorch implementation of the Min-Entropy Latent Model for Weakly Supervised Object Detection

    Language:Python104

  • DGR-MIL

    Code for paper: DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image Classification [ECCV 2024]

    Language:Python65

  • C2C

    Implementation of Cluster-to-Conquer: A Framework for End-to-End Multi-Instance Learning for Whole Slide Image Classification approach.

    Language:Python59

  • mil

    Multiple instance learning library for Python

    Language:Python59

  • WENO

    Official PyTorch implementation of our NeurIPS 2022 paper: Weakly Supervised Knowledge Distillation for Whole Slide Image Classification

    Language:Python55

  • Mixed_supervision

    MICCAI2022: Multiple Instance Learning with Mixed Supervision in Gleason Grading.

    Language:Python53

  • ACMIL

    Attention-Challenging Multiple Instance Learning for Whole Slide Image Classification (ECCV2024)

    Language:Python50

  • Pipeline-Processing-TCGA-Slides-for-MIL

    This repo provides the pipeline of processing TCGA whole-slide images for downstream multiple instance learning.

    Language:Python36

  • MICCAI2020mil

    MICCAI2020. "Multiple Instance Learning with Center Embeddings for Histopathology Image Classification"

    Language:Python36

  • PseMix

    [IEEE TMI 2024] Pseudo-Bag Mixup Augmentation for Multiple Instance Learning-Based Whole Slide Image Classification

    Language:Python33

  • DGMIL

    Official PyTorch implementation of our MICCAI 2022 paper: DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification.

    Language:Python32

  • AdvMIL

    [MedIA 2024] The implementation of AdvMIL: Adversarial Multiple Instance Learning for the Survival Analysis on Whole-Slide Images

    Language:Python30

  • CDMI-Net

    The implementation of CDMI-Net in Paper - Deep Multiple Instance Learning for Landslide Mapping

    Language:Python25

  • LA_MIL

    Implementation of LA_MIL, Local Attention Graph-based Transformer for WSIs, PyTorch

    Language:Python22

  • MIL-RBERT

    MIL-RBERT: A Data-driven Approach for Noise Reduction in Distantly Supervised Biomedical Relation Extraction (BioNLP @ ACL 2020)

    Language:Python19

  • mimsi

    Microsatellite Instability Classification using Multiple Instance Learning

    Language:Python19

  • MIL-SI

    Official release of Shuffle Instances-based Vision Transformer for Pancreatic Cancer ROSE Image Classification

    Language:Jupyter Notebook16

  • HAG-MIL

    Repository for Hierarchical Attention-Guided Multiple Instance Learning

    Language:Python14
  • MUSTANG

    MUSTANG

    Multi-stain graph self attention multiple instance learning for histopathology Whole Slide Images - BMVC 2023

    Language:Python13

  • MIL-Land-Cover-Classification

    Code for the paper "Scene-to-Patch Earth Observation: Multiple Instance Learning for Land Cover Classification".

    Language:Python12

  • Thyroid-Cytopathological-Diagnosis-with-AMIL_MSFF

    Attention Based Multi-Instance Thyroid Cytopathological Diagnosis with Multi-Scale Feature Fusion

    Language:Python12

  • MilGNet

    MilGNet: Deep Multiple Instance Learning on Heterogeneous Graph for Drug-disease Association Prediction

    Language:Python11

  • INS

    Official Pytorch Code of Our Paper: Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Good Instance Classifier is All You Need

    Language:Python7

  • ProDiv

    [CMPB 2024] ProDiv: Prototype-driven consistent pseudo-bag division for whole-slide image classification

    Language:Python7

  • SC-MIL

    This repo for the paper titled "SC-MIL: Sparsely Coded Multiple Instance Learning for Whole Slide Image Classification"

    Language:Python7

  • UniqueClassCount

    Pytorch implementation for ICLR 2020 paper "Weakly Supervised Clustering by Exploiting Unique Class Count"

    Language:Jupyter Notebook7

  • ASC3

    3ASC: variant prioritization tool leveraging multiple instance learning for rare Mendelian disease genomic testing

    Language:Jupyter Notebook6

  • Cox_AMIL

    Code for our BVM workshop submission "Attention-based Multiple Instance Learning for Survival Prediction on Lung Cancer Tissue Microarrays"

    Language:Jupyter Notebook6

  • EquiVS

    Employing Molecular Conformations for Ligand-based Virtual Screening with Equivariant Graph Neural Network and Deep Multiple Instance Learning

    Language:Python5

  • cDPMIL

    [ECCV'24] cDP-MIL: Robust Multiple Instance Learning via Cascaded Dirichlet Process

    Language:Python4

  • MS-DA-MIL-CNN

    PyTorch implementation of MS-DA-MIL

    Language:Python4

  • attention-mechanism_distribution-regression

    Code for the KDD 2019 workshop paper. Attention mechanism for distribution regression.

    Language:Jupyter Notebook4
  • PathBench-MIL

    PathBench-MIL

    PathBench-MIL: A comprehensive, flexible Benchmarking / AutoML framework for multiple instance learning in Histopathology

    Language:Python3