nrtk-explorer 0.0.5

Model Visualizer

NRTK EXPLORER

NRTK Explorer is a web application for exploring image datasets. It provides insights of a image dataset in COCO format and it evaluate image transformation and perturbation resilience of object recognition DL models. It is built using trame by the kitware team.

Features

• Explore image datasets in COCO format.
• Apply parametrized image degradation (such as blur) to the images.
• Benchmark dataset resilience with a differential PCA|UMAP analysis of the embeddings of the images and its transformation.
• Evaluate object detection DL models in both the source images and its transformations.
• When possible it will attempt to utilize the user GPU as much as possible to speedup its computations.

Installing

Install it from pypi:

pip install nrtk_explorer

Or, download and install it manually with:

curl -OL https://github.com/Kitware/nrtk-explorer/archive/refs/heads/main.zip

Inside the application source code top directory, install it with:

pip install -e .

Run the application:

nrtk_explorer

CLI flags and options

• -h|--help show the help for the command line options, it inherit trame command line options and flags.
• --dataset specify the directory containing a json file describing a COCO image dataset. You can specify multiple directory using a comma , as a separator.

Contribute to NRTK_EXPLORER

Run tests with:

pytest