ecole-dataset

Stars
4

Quickstart

Install the ECOLE dataset package.

pip3 install git+https://github.com/xingyaoww/ecole-dataset.git

For example, you can load all the evaluation datasets by running the following code:

import ecole_dataset
test_datasets = ecole_dataset.registry.load_datasets(
    split=ecole_dataset.SplitType.TEST
)

Please check scripts/example_usecase.ipynb for more examples.

NOTE: This package currently only supports loading dataset metadata (i.e., the test_datasets returned by .load_datasets does not contains pre-loaded images, but only image filepaths). We are actively working on allowing images to be also automatically loaded into test_datasets with a single line of code.

Please refer to docs/IMAGE_DATA.md to learn about how to download images and configure so that ecole-dataset can automatically loads images with one line of code.

Currently Supported Evaluation Datasets

Datasets Concept Types Format HF Dataset Link Official Repo/Homepage
OmniLabel object image https://huggingface.co/datasets/xingyaoww/omnilabel https://www.omnilabel.org/dataset/download
VAW attribute, object image https://huggingface.co/datasets/mikewang/vaw https://github.com/adobe-research/vaw_dataset#dataset-setup
PAD-v2 affordance image https://huggingface.co/datasets/mikewang/padv2 https://github.com/lhc1224/OSAD_Net
ImSitu activity image https://huggingface.co/datasets/mikewang/imsitu https://github.com/my89/imSitu
Kinetics-400 activity video https://huggingface.co/datasets/AlexFierro9/Kinetics400 https://www.deepmind.com/open-source/kinetics
AwA2 attribute (Animal) image https://huggingface.co/datasets/mikewang/AwA2 https://cvml.ista.ac.at/AwA2/
EuroSAT object (Satellite Imagery) image https://huggingface.co/datasets/mikewang/EuroSAT https://github.com/phelber/EuroSAT

Currently Supported Other Datasets

Datasets Concept Types Format HF Dataset Link Official Repo/Homepage
Visual Genome object, attribute, relationship image https://huggingface.co/datasets/visual_genome https://homes.cs.washington.edu/~ranjay/visualgenome/index.html
Related Projects