{ "data_id": "44325", "name": "Meta_Album_ACT_40_Extended", "exact_name": "Meta_Album_ACT_40_Extended", "version": 1, "version_label": null, "description": "## **Meta-Album Stanford 40 Actions Dataset (Extended)**\n***\nThe Stanford 40 Actions dataset(http:\/\/vision.stanford.edu\/Datasets\/40actions.html) contains images of humans performing 40 actions. There are 9 532 images in total with 180-300 images per action class. The dataset is designed for understanding human actions in still images. For Meta-Album, the dataset is preprocessed and images are resized into 128x128 pixels using Open-CV. \n\n\n\n### **Dataset Details**\n![](https:\/\/meta-album.github.io\/assets\/img\/samples\/ACT_40.png)\n\n**Meta Album ID**: HUM_ACT.ACT_40 \n**Meta Album URL**: [https:\/\/meta-album.github.io\/datasets\/ACT_40.html](https:\/\/meta-album.github.io\/datasets\/ACT_40.html) \n**Domain ID**: HUM_ACT \n**Domain Name**: Human Actions \n**Dataset ID**: ACT_40 \n**Dataset Name**: Stanford 40 Actions \n**Short Description**: Stanford 40 Actions dataset with images of humans performing 40 actions. \n**\\# Classes**: 40 \n**\\# Images**: 3389 \n**Keywords**: human actions \n**Data Format**: images \n**Image size**: 128x128 \n\n**License (original data release)**: Cite paper to use dataset \n**License (Meta-Album data release)**: CC BY-NC 4.0 \n**License URL (Meta-Album data release)**: [https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/](https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/) \n\n**Source**: Stanford 40 Actions \n**Source URL**: http:\/\/vision.stanford.edu\/Datasets\/40actions.html \n \n**Original Author**: B. Yao, X. Jiang, A. Khosla, A.L. Lin, L.J. Guibas, and L. Fei-Fei. \n**Original contact**: bangpeng@cs.stanford.edu \n\n**Meta Album author**: Jilin He \n**Created Date**: 01 March 2022 \n**Contact Name**: Ihsan Ullah \n**Contact Email**: meta-album@chalearn.org \n**Contact URL**: [https:\/\/meta-album.github.io\/](https:\/\/meta-album.github.io\/) \n\n\n\n### **Cite this dataset**\n```\n@INPROCEEDINGS{6126386,\n author={Yao, Bangpeng and Jiang, Xiaoye and Khosla, Aditya and Lin, Andy Lai and Guibas, Leonidas and Fei-Fei, Li},\n booktitle={2011 International Conference on Computer Vision}, \n title={Human action recognition by learning bases of action attributes and parts}, \n year={2011},\n pages={1331-1338},\n doi={10.1109\/ICCV.2011.6126386}\n}\n\n```\n\n\n### **Cite Meta-Album**\n```\n@inproceedings{meta-album-2022,\n title={Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification},\n author={Ullah, Ihsan and Carrion, Dustin and Escalera, Sergio and Guyon, Isabelle M and Huisman, Mike and Mohr, Felix and van Rijn, Jan N and Sun, Haozhe and Vanschoren, Joaquin and Vu, Phan Anh},\n booktitle={Thirty-sixth Conference on Neural Information Processing Systems Datasets and Benchmarks Track},\n url = {https:\/\/meta-album.github.io\/},\n year = {2022}\n }\n```\n\n\n### **More**\nFor more information on the Meta-Album dataset, please see the [[NeurIPS 2022 paper]](https:\/\/meta-album.github.io\/paper\/Meta-Album.pdf) \nFor details on the dataset preprocessing, please see the [[supplementary materials]](https:\/\/openreview.net\/attachment?id=70_Wx-dON3q&name=supplementary_material) \nSupporting code can be found on our [[GitHub repo]](https:\/\/github.com\/ihsaan-ullah\/meta-album) \nMeta-Album on Papers with Code [[Meta-Album]](https:\/\/paperswithcode.com\/dataset\/meta-album) \n\n\n\n### **Other versions of this dataset**\n[[Micro]](https:\/\/www.openml.org\/d\/44247) [[Mini]](https:\/\/www.openml.org\/d\/44291) ", "format": "arff", "uploader": "Meta Album", "uploader_id": 30980, "visibility": "public", "creator": "\"Ihsan Ullah\"", "contributor": null, "date": "2022-11-08 18:27:36", "update_comment": null, "last_update": "2022-11-08 18:27:36", "licence": "CC BY-NC 4.0", "status": "active", "error_message": null, "url": "https:\/\/api.openml.org\/data\/download\/22111039\/dataset", "kaggle_url": null, "default_target_attribute": "CATEGORY", "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "Meta_Album_ACT_40_Extended", "## **Meta-Album Stanford 40 Actions Dataset (Extended)** The Stanford 40 Actions dataset(http:\/\/vision.stanford.edu\/Datasets\/40actions.html) contains images of humans performing 40 actions. There are 9 532 images in total with 180-300 images per action class. The dataset is designed for understanding human actions in still images. For Meta-Album, the dataset is preprocessed and images are resized into 128x128 pixels using Open-CV. ### **Dataset Details** ![](https:\/\/meta-album.github.io\/assets\/i " ], "weight": 5 }, "qualities": { "NumberOfInstances": 3389, "NumberOfFeatures": 3, "NumberOfClasses": 40, "NumberOfMissingValues": 3389, "NumberOfInstancesWithMissingValues": 3389, "NumberOfNumericFeatures": 1, "NumberOfSymbolicFeatures": 0, "PercentageOfBinaryFeatures": 0, "PercentageOfInstancesWithMissingValues": 100, "PercentageOfMissingValues": 33.33333333333333, "AutoCorrelation": 1, "PercentageOfNumericFeatures": 33.33333333333333, "Dimensionality": 0.0008852168781351431, "PercentageOfSymbolicFeatures": 0, "MajorityClassPercentage": 3.245795219828858, "MajorityClassSize": 110, "MinorityClassPercentage": 0.3245795219828858, "MinorityClassSize": 11, "NumberOfBinaryFeatures": 0 }, "tags": [], "features": [ { "name": "CATEGORY", "index": "1", "type": "string", "distinct": "40", "missing": "0", "target": "1" }, { "name": "FILE_NAME", "index": "0", "type": "string", "distinct": "3389", "missing": "0" }, { "name": "SUPER_CATEGORY", "index": "2", "type": "numeric", "distinct": "0", "missing": "3389", "min": "2147483647", "max": "0", "mean": "0", "stdev": "0" } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 0, "total_downloads": 0, "reach": 0, "reuse": 0, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 0 }