mafrs47/Lung_Cancer_Prediction

This project predicts lung cancer risks using machine learning models like Random Forest, Logistic Regression, and SVM. It analyzes patient data with features such as age, smoking habits, and symptoms. Data preprocessing, visualization, and performance evaluation ensure accurate predictions for early diagnosis.

Language: Jupyter Notebook - Size: 1.36 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 3 - Forks: 0

Sbrussee/PathBench-MIL

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

Language: Python - Size: 10.1 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 13 - Forks: 1

raktim-mondol/GRAPHITE

State-of-the-art deep learning framework for breast cancer histopathology analysis combining graph-based representations with interpretable AI techniques for enhanced diagnostic insights and clinical decision support.

Language: Python - Size: 223 KB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 0 - Forks: 0

lingxitong/MIL_BASELINE

A library that integrates different MIL methods into a unified framework

Language: Python - Size: 75.5 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 134 - Forks: 12

faded53222/NSWord

RNA Modification Detection using Nanopore Direct RNA Sequencing via improved Transformer

Language: Jupyter Notebook - Size: 19.1 MB - Last synced at: 28 days ago - Pushed at: 28 days ago - Stars: 2 - Forks: 0

jafarinia/snuffy

Snuffy: Efficient Whole Slide Image Classifier For Efficient and Performant Diagnosis in Pathology Whole Slide Images

Language: Python - Size: 415 KB - Last synced at: about 1 month ago - Pushed at: 9 months ago - Stars: 40 - Forks: 4

MarvinLer/tcga_segmentation

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

Language: Python - Size: 63.1 MB - Last synced at: about 1 month ago - Pushed at: almost 4 years ago - Stars: 134 - Forks: 34

SMF-AI/rank_induction

Official repository for "Ranking-Aware Multiple Instance Learning for Histopathology Slide Classification"

Language: Jupyter Notebook - Size: 1.26 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 1

dazhangyu123/ACMIL

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

Language: Python - Size: 67.5 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 90 - Forks: 11

dazhangyu123/AEM

AEM: Attention Entropy Maximization for Multiple Instance Learning based Whole Slide Image Classification

Language: Python - Size: 4.65 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 11 - Forks: 1

asalekin-ubiquitouslab/Modality-wise-Multple-Instance-Learning

The repository contains our implementation for the work to be presented at Ubicomp 2022

Language: Jupyter Notebook - Size: 31.1 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 3 - Forks: 0

john-fante/john-fante

In my code portfolio, I generally try new techniques and methods in machine learning. I don't like only copying and pasting.

Size: 318 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

howard-hou/UniqueClassCount

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

Language: Jupyter Notebook - Size: 32.9 MB - Last synced at: 7 days ago - Pushed at: about 2 years ago - Stars: 7 - Forks: 1

can-can-ya/QPMIL-VL

✨ [AAAI 2025] Queryable Prototype Multiple Instance Learning with Vision-Language Models for Incremental Whole Slide Image Classification

Language: Python - Size: 2.42 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 39 - Forks: 1

sitara-21/Multiple-Instance-Learning

MIL to classify samples using fragments

Language: Python - Size: 53.7 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

rosasalberto/mil

Multiple instance learning library for Python

Language: Python - Size: 9.72 MB - Last synced at: 20 days ago - Pushed at: almost 4 years ago - Stars: 64 - Forks: 13

mskcc/mimsi

Microsatellite Instability Classification using Multiple Instance Learning

Language: Python - Size: 376 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 24 - Forks: 7

tueimage/MAD-MIL

Multi-head Attention-based Deep Multiple Instance Learning

Language: Python - Size: 69.9 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 4 - Forks: 1

tueimage/MIL-Reliability

Quantitative Evaluation of Multiple Instance Learning Reliability For WSIs Classification

Size: 13.7 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

dolongbien/HumanBehaviorBKU

Abnormal Human Behaviors Detection/ Road Accident Detection From Surveillance Videos/ Real-World Anomaly Detection in Surveillance Videos/ C3D Feature Extraction

Language: Jupyter Notebook - Size: 645 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 163 - Forks: 58

jhdsr01/Lung_Cancer_Prediction

This project predicts lung cancer risks using machine learning models like Random Forest, Logistic Regression, and SVM. It analyzes patient data with features such as age, smoking habits, and symptoms. Data preprocessing, visualization, and performance evaluation ensure accurate predictions for early diagnosis.

Language: Jupyter Notebook - Size: 1.36 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

carlpecardal/Lung_Cancer_Prediction

This project predicts lung cancer risks using machine learning models like Random Forest, Logistic Regression, and SVM. It analyzes patient data with features such as age, smoking habits, and symptoms. Data preprocessing, visualization, and performance evaluation ensure accurate predictions for early diagnosis.

Language: Jupyter Notebook - Size: 0 Bytes - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

SBU-BMI/SpinPath

CLI tool to run specimen-level inference on whole slide images

Language: Python - Size: 44.9 KB - Last synced at: 24 days ago - Pushed at: 5 months ago - Stars: 5 - Forks: 0

liupei101/PseMix

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

Language: Python - Size: 43.5 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 53 - Forks: 4

agentdr1/LA_MIL

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

Language: Python - Size: 686 KB - Last synced at: 11 days ago - Pushed at: over 1 year ago - Stars: 25 - Forks: 0

GeorgeBatch/dependency-mil

[ISBI 2024] Accurate Subtyping of Lung Cancers by Modelling Class Dependencies

Language: Python - Size: 599 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 1

Redd-Cornea-AI/KOH-Smear-DSMIL

Fungal Keratitis Detection on KOH Smear Whole Slide Imaging using Multiple Instance Learning

Language: Python - Size: 13.6 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 2 - Forks: 0

bifold-pathomics/xMIL

xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology

Language: Jupyter Notebook - Size: 29.3 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 12 - Forks: 2

AmayaGS/MUSTANG

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

Language: Python - Size: 2.59 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 13 - Forks: 2

praveena2j/awesome-Weakly-Supervised-Facial-Behavior-Analysis

A curated list of weakly supervised learning methods and datasets for facial behavior analysis.

Size: 908 KB - Last synced at: about 1 month ago - Pushed at: 7 months ago - Stars: 2 - Forks: 0

sagizty/MIL-SI

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

Language: Jupyter Notebook - Size: 618 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 20 - Forks: 3

inoueakimitsu/milwrap

Wrapping single instance learning algorithms for fitting them to data for multiple instance learning

Language: Jupyter Notebook - Size: 634 KB - Last synced at: 4 days ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

HKU-MedAI/cDPMIL

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

Language: Python - Size: 10.2 MB - Last synced at: 3 months ago - Pushed at: 9 months ago - Stars: 12 - Forks: 0

liupei101/Pipeline-Processing-TCGA-Slides-for-MIL

This repo provides the pipeline of processing TCGA whole-slide images for downstream pathology analysis.

Language: Python - Size: 14.8 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 55 - Forks: 11

ChongQingNoSubway/DGR-MIL

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

Language: Python - Size: 2.29 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 128 - Forks: 4

MinZHANG-WHU/CDMI-Net

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

Language: Python - Size: 661 KB - Last synced at: about 2 months ago - Pushed at: over 4 years ago - Stars: 28 - Forks: 9

gu-yaowen/MilGNet

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

Language: Python - Size: 146 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 12 - Forks: 2

yuantn/MI-AOD

Code for Multiple Instance Active Learning for Object Detection, CVPR 2021

Language: Python - Size: 16.5 MB - Last synced at: 6 months ago - Pushed at: about 2 years ago - Stars: 334 - Forks: 43

4pygmalion/ASC3

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

Language: Jupyter Notebook - Size: 2.28 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 7 - Forks: 0

skent259/mildsvm

Multiple Instance Learning with Distributions, SVM

Language: R - Size: 865 KB - Last synced at: 3 days ago - Pushed at: almost 3 years ago - Stars: 3 - Forks: 0

UESTC-nnLab/ProDiv

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

Language: Python - Size: 995 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 5 - Forks: 0

ChongQingNoSubway/PDL

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

Language: Python - Size: 1.44 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 113 - Forks: 29

StonyBrookDB/igt-wsi

Repository for "Integrative Graph-Transformer Framework for Histopathology Whole Slide Image Representation and Classification""

Size: 13.7 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 1 - Forks: 0

john-fante/my-deep-learning-projects

My Deep Learning Projects (Classification, Segmentation, Object Detection, NLP, Deep Multiple Instance Learning)

Language: Jupyter Notebook - Size: 114 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

miccaiif/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: Python - Size: 2 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

skent259/omisvm-sims

Simulation code for "Ordinal Multiple Instance Support Vector Machines"

Language: R - Size: 149 KB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

miccaiif/DGMIL

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

Language: Python - Size: 2.42 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 28 - Forks: 4

sotiraslab/SC-MIL

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

Language: Python - Size: 4.49 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 0

miccaiif/WENO

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

Language: Python - Size: 1.59 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 52 - Forks: 12

liupei101/AdvMIL

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

Language: Python - Size: 2.18 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 21 - Forks: 8

AshrithSagar/Classification-Fungal10x

Fungal classification at 10x resolution

Language: Python - Size: 107 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

binli123/dsmil-wsi

DSMIL: Dual-stream multiple instance learning networks for tumor detection in Whole Slide Image

Language: Python - Size: 48.1 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 302 - Forks: 82

DeepMicroscopy/Cox_AMIL

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

Language: Jupyter Notebook - Size: 60.1 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 3

dmandache/Chowder

Language: Jupyter Notebook - Size: 4.2 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

amirezzati/iabi

Intelligent analysis of Biomedical images course

Language: Jupyter Notebook - Size: 267 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

ezermoysis1/sma-detection-in-blood-samples

Detecting Severe Malaria Anaemia and investigating the morphological characteristics of red blood cells at its presenc

Language: Python - Size: 39.5 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

gu-yaowen/EquiVS

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

Language: Python - Size: 854 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 1

YashSharma/C2C

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

Language: Python - Size: 2.27 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 51 - Forks: 12

Zhihan-Leo-Liu/DosaCNV

Deep multiple instance learning model for predicting deletion pathogenicity and gene haploinsufficiency.

Language: R - Size: 24.7 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

skent259/ordinal-mil-nnets

Experiments testing ordinal and multiple instance learning neural networks

Language: Python - Size: 30 MB - Last synced at: 2 months ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

JAEarly/MIL-Land-Cover-Classification

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

Language: Python - Size: 782 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 10 - Forks: 1

suamin/MIL-RBERT

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

Language: Python - Size: 139 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 15 - Forks: 5

vrishk/cs230

CS 230 Final Project

Language: Jupyter Notebook - Size: 22.6 MB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

bianhao123/Mixed_supervision

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

Language: Python - Size: 628 KB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 42 - Forks: 11

LouisStefanuto/Detection-of-the-PIK3CA-mutation-in-breast-cancer

Data challenge by Owkin (2023).

Language: Jupyter Notebook - Size: 1.3 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

PhilipChicco/MICCAI2020mil

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

Language: Python - Size: 809 KB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 28 - Forks: 11

vasgaowei/pytorch_MELM

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

Language: Python - Size: 19 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 99 - Forks: 19

dai08srhg/MS-DA-MIL-CNN

PyTorch implementation of MS-DA-MIL

Language: Python - Size: 7.81 KB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 2

JingyuXIN05/Combating-False-Data-Injection-Attacks-on-Human-Centric-Sensing-Applications

Language: Python - Size: 22.5 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

bupt-ai-cz/Thyroid-Cytopathological-Diagnosis-with-AMIL_MSFF

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

Language: Python - Size: 11.7 KB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 8 - Forks: 2

jostmey/MaxSnippetModelOvarian

Statistical classifier for diagnosing ovarian cancer from immune repertoires

Language: Python - Size: 4.2 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

pinouche/kernel_mean_embedding_distribution-regression

code for the KDD 2019 workshop paper https://arxiv.org/abs/1904.10583. Kernel mean embedding for distribution regression.

Language: Jupyter Notebook - Size: 10.7 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

pinouche/attention-mechanism_distribution-regression

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

Language: Jupyter Notebook - Size: 111 KB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 1 - Forks: 3

pinouche/transformer-MIR

Implementation of the basic transformer head for multiple-instance-regression (MIR)

Language: Jupyter Notebook - Size: 14.6 KB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0

AgenoDrei/pad_classification

Source code for the paper "Automated Detection of Peripheral Artery Disease From High Resolution Color Fundus Photographs" by Mueller, S et al.

Language: Jupyter Notebook - Size: 1.99 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

dstarrago/fuzzy_rough_classifiers

Framework for developing fuzzy and fuzzy-rough classification models for multiple instance data

Language: Java - Size: 5.6 MB - Last synced at: almost 2 years ago - Pushed at: about 5 years ago - Stars: 1 - Forks: 1

dstarrago/mismote

Class imbalance correction algorithm for multiple-instance data

Language: Java - Size: 5.39 MB - Last synced at: almost 2 years ago - Pushed at: about 6 years ago - Stars: 0 - Forks: 0

dstarrago/mil-noise-filter

Filter algorithm for noise reduction in multiple-instance classification problems

Language: Java - Size: 5.69 MB - Last synced at: almost 2 years ago - Pushed at: about 6 years ago - Stars: 0 - Forks: 0

dstarrago/MIClassImbalanceSolutions

Sampling-based class imbalance solutions for multiple-instance classification

Language: Java - Size: 93.8 KB - Last synced at: almost 2 years ago - Pushed at: about 6 years ago - Stars: 0 - Forks: 0

dstarrago/mirocchio

Prototype based classification algorithm for multiple-instance data

Language: Java - Size: 47.9 KB - Last synced at: almost 2 years ago - Pushed at: about 6 years ago - Stars: 0 - Forks: 0

nathanin/tfmodels Fork of BioImageInformatics/tfmodels

Language: Python - Size: 11.1 MB - Last synced at: over 2 years ago - Pushed at: about 7 years ago - Stars: 1 - Forks: 0