Multiple Instance Learning Python Packages

torchmil

Deep Multiple Instance Learning library for Pytorch

mil

Multiple instance learning library for Python

sawmil

Open-source Python library providing a collection of Support Vector Machine (SVM) classifiers for multiple-instance learning (MIL): SVM, NSK, sMIL and sAwMIL.

mimsi

Microsatellite Instability Classification using Multiple Instance Learning

milwrap

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

moozy

A patient-first foundation model for computational pathology. Two-stage training (self-supervised slide encoding + supervised case-level alignment) on 77K+ public whole-slide images across 333 clinical tasks.

wsinfer-mil

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

spinpath

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

tmil

Transformer based Multiple Instance Learning