nrtk

Last released Aug 29, 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.

pybsm

Last released Jul 6, 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.

xaitk-saliency

Last released Jun 19, 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