pybsm

Last released May 4, 2026

pyBSM is a Python-based tool for sensor modeling. It provides common components useful for simulating the image formation process through different imaging systems.

nrtk

Last released Apr 30, 2026

Natural Robustness Toolkit (NRTK) is a platform for generating validated, sensor-specific perturbations and transformations used to evaluate the robustness of computer vision models.

xaitk-saliency

Last released Feb 10, 2026

Visual saliency map generation interfaces and baseline implementations for explainable AI.

smqtk-core

Last released Oct 29, 2025

Python toolkit for pluggable algorithms and data structures for multimedia-based machine learning.

smqtk-detection

Last released Sep 2, 2025

Algorithms, data structures and utilities around performing detection of inputs

smqtk_classifier

Last released Aug 29, 2025

Algorithms, data structures and utilities around performing classificationof inputs.

smqtk_descriptors

Last released Aug 28, 2025

Algorithms, data structures and utilities around computingdescriptor vectors from data.

smqtk_image_io

Last released Aug 27, 2025

SMQTK Image IO

smqtk_dataprovider

Last released Aug 26, 2025

SMQTK Data provision abstractions and implementations

xaitk-saliency-demo

Last released Mar 13, 2025

Web application demonstrating XAITK Saliency functionality

smqtk-relevancy

Last released Jan 4, 2022

SMQTK Relevancy

smqtk-indexing

Last released Nov 29, 2021

Algorithms, data structures and utilities around computingdescriptor k-nearest-neighbors.

smqtk-iqr

Last released Nov 2, 2021

IQR datastructures and web interface

smqtk

Last released Sep 11, 2020

Python toolkit for pluggable algorithms and data structures for multimedia-based machine learning