{"url":"/dataset/bold","name":"BoLD","full_name":"Body Language Dataset","description_markdown":"Yu Luo, Jianbo Ye, Reginald B. Adams, Jr., Jia Li, Michelle G. Newman and James Z. Wang, ARBEE: Towards Automated Recognition of Bodily Expression of Emotion In the Wild,'' International Journal of Computer Vision, vol. 128, no. 1, pp. 1-25, 2020.","description_withheld":null,"homepage":"https://cydar.ist.psu.edu/emotionchallenge/index.php","introduced_date":"2018-08-28","introduced_date_note":null,"introduced_by":{"paper":"/paper/arbee-towards-automated-recognition-of-bodily","title":"ARBEE: Towards Automated Recognition of Bodily Expression of Emotion In the Wild","first_author":"Yu Luo","url":null},"license":null,"modalities":[],"tasks":[{"name":"Emotion Recognition in Context","url":"/task/emotion-recognition-in-context","datasets_with_task":"/datasets/task/emotion-recognition-in-context"}],"languages":[],"variants":["BoLD"],"data_loaders":[{"repo":"https://github.com/mayaradel03/BodyLanguage-","url":"https://github.com/mayaradel03/BodyLanguage-","frameworks":["tf"]}],"num_papers_in_archive":14,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/emotion-recognition-in-context-on-bold","task":"Emotion Recognition in Context","dataset_variant":"BoLD","rows":3,"metrics":["Average mAP","AUC"],"first_row_in_archive_order":{"model":"A. Xenos et al","paper":"/paper/vllms-provide-better-context-for-emotion","metrics":{"AUC":"69.83","Average mAP":"26.66"},"code_links":[{"title":"nickyfot/emocommonsense","url":"https://github.com/nickyfot/emocommonsense"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/vllms-provide-better-context-for-emotion","title":"VLLMs Provide Better Context for Emotion Understanding Through Common Sense Reasoning","date":"2024-04-10","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/learning-emotion-representations-from-verbal-1","title":"Learning Emotion Representations from Verbal and Nonverbal Communication","date":"2023-05-22","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":29,"samples_ran":10,"samples_unverified":19,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/leveraging-semantic-scene-characteristics-and","title":"Leveraging Semantic Scene Characteristics and Multi-Stream Convolutional Architectures in a Contextual Approach for Video-Based Visual Emotion Recognition in the Wild","date":"2021-05-16","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":1,"samples_harvested":29,"samples_ran":10,"samples_unverified":19,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}