Datasets:

jameszou707
/

metashift

- {"metashift": {"description": "The MetaShift is a dataset of datasets for evaluating distribution shifts and training conflicts.\nThe MetaShift dataset is a collection of 12,868 sets of natural images across 410 classes.\nIt was created for understanding the performance of a machine learning model across diverse data distributions.\n", "citation": "@InProceedings{liang2022metashift,\ntitle={MetaShift: A Dataset of Datasets for Evaluating Contextual Distribution Shifts and Training Conflicts},\nauthor={Weixin Liang and James Zou},\nbooktitle={International Conference on Learning Representations},\nyear={2022},\nurl={https://openreview.net/forum?id=MTex8qKavoS}\n}\n", "homepage": "https://metashift.readthedocs.io/", "license": "https://github.com/Weixin-Liang/MetaShift/blob/main/LICENSE", "features": {"image_id": {"dtype": "string", "id": null, "_type": "Value"}, "image": {"decode": true, "id": null, "_type": "Image"}, "label": {"num_classes": 8, "names": ["cat", "dog", "bus", "truck", "elephant", "horse", "bowl", "cup"], "id": null, "_type": "ClassLabel"}, "context": {"dtype": "string", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": {"input": "image", "output": "label"}, "task_templates": [{"task": "image-classification", "image_column": "image", "label_column": "label"}], "builder_name": "metashift", "config_name": "metashift", "version": {"version_str": "1.0.0", "description": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 16333509, "num_examples": 86808, "dataset_name": "metashift"}}, "download_checksums": {"https://nlp.stanford.edu/data/gqa/images.zip": {"num_bytes": 21817965542, "checksum": "02ce5c49c793accd5305356de9c39a50f80a7aaac193b0203de30dbbc65bde62"}, "https://nlp.stanford.edu/data/gqa/sceneGraphs.zip": {"num_bytes": 44824862, "checksum": "59f6a3f6ac5227bac6cc615508e542dd546e309c7dbbdb666de05e42d7c51989"}, "https://github.com/Weixin-Liang/MetaShift/raw/main/dataset/meta_data/full-candidate-subsets.pkl": {"num_bytes": 15223270, "checksum": "aad22310fe65024573175216c7da18d4b69ab6da28afa10e9e5b1714650ee1e4"}}, "download_size": 21878013674, "post_processing_size": null, "dataset_size": 16333509, "size_in_bytes": 21894347183}}