multiple-instance-learning

Chowder

tfmodels

Modality-wise-Multple-Instance-Learning

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

DGR-MIL

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

MAD-MIL

Multi-head Attention-based Deep Multiple Instance Learning

my-deep-learning-projects

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

TensMIL

This repository implements the TensMIL and TesnMIL2 algorithms

mildsvm

Multiple Instance Learning with Distributions, SVM

kernel_mean_embedding_distribution-regression

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

Image_Annotation_Based_on_Partially_Labeled_Data

Algorithm for annotating new-to-the-system image regions based on images from Corel Dataset

igt-wsi

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

Classification-Fungal10x

Fungal classification at 10x resolution. Multiple Instance Learning (MIL).

DosaCNV

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

cs230

CS 230 Final Project

milwrap

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

pad_classification

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

MaxSnippetModelOvarian

Statistical classifier for diagnosing ovarian cancer from immune repertoires

fuzzy_rough_classifiers

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

MILIS

Multiple Instance Learning with Instance Selection

dependency-mil

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

wsinfer-mil

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

GI-Cancer-MSI-CCNet-MIL

Code for the paper "Contrastive Pre-Training and Multiple Instance Learning for Predicting Tumor Microsatellite Instability" (EMBC 2024)

iabi

Intelligent analysis of Biomedical images course

john-fante

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

sma-detection-in-blood-samples

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

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

Data challenge by Owkin (2023).

weakly-polyp

[MICCAI'22] Contrastive Transformer-based Multiple Instance Learning for Weakly Supervised Polyp Frame Detection.

ordinal-mil-nnets

Experiments testing ordinal and multiple instance learning neural networks

omisvm-sims

Simulation code for "Ordinal Multiple Instance Support Vector Machines"

transformer-MIR

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

MIClassImbalanceSolutions

Sampling-based class imbalance solutions for multiple-instance classification

mismote

Class imbalance correction algorithm for multiple-instance data

mirocchio

Prototype based classification algorithm for multiple-instance data

mil-noise-filter

Filter algorithm for noise reduction in multiple-instance classification problems