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Each clip lasts around 10s and is taken from a different YouTube video.\nThe actions are human focussed and cover a broad range of classes including\nhuman-object interactions such as playing instruments, as well as human-human\ninteractions such as shaking hands. We describe the statistics of the dataset,\nhow it was collected, and give some baseline performance figures for neural\nnetwork architectures trained and tested for human action classification on\nthis dataset. We also carry out a preliminary analysis of whether imbalance in\nthe dataset leads to bias in the classifiers.","url_abs":"http://arxiv.org/abs/1705.06950v1","url_pdf":"http://arxiv.org/pdf/1705.06950v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"the-kinetics-human-action-video-dataset","repo_url":"https://github.com/dancelogue/kinetics-datasets-downloader","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"the-kinetics-human-action-video-dataset","repo_url":"https://github.com/deepmind/kinetics-i3d","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"the-kinetics-human-action-video-dataset","repo_url":"https://github.com/edgynieum/ashus_projects","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}},{"paper_slug":"the-kinetics-human-action-video-dataset","repo_url":"https://github.com/fmthoker/severe-benchmark","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"the-kinetics-human-action-video-dataset","repo_url":"https://github.com/google-deepmind/kinetics-i3d","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"the-kinetics-human-action-video-dataset","repo_url":"https://github.com/japicazosuni/TFG_HAR","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"the-kinetics-human-action-video-dataset","repo_url":"https://github.com/lukashedegaard/continual-skeletons","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}},{"paper_slug":"the-kinetics-human-action-video-dataset","repo_url":"https://github.com/moabitcoin/ig65m-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"the-kinetics-human-action-video-dataset","repo_url":"https://github.com/rocksyne/kinetics-dataset-downloader","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"the-kinetics-human-action-video-dataset","repo_url":"https://github.com/showmax/kinetics-downloader","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"the-kinetics-human-action-video-dataset","repo_url":"https://github.com/vijayvee/behavior_recognition","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"the-kinetics-human-action-video-dataset","repo_url":"https://github.com/OanaIgnat/i3d_keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":null},{"paper_slug":"the-kinetics-human-action-video-dataset","repo_url":"https://github.com/piergiaj/pytorch-i3d","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"action-classification","task_name":"Action Classification"},{"task_slug":"classification","task_name":"General Classification"}],"methods":[],"datasets_introduced":[{"slug":"kinetics","name":"Kinetics","full_name":"Kinetics Human Action Video Dataset"},{"slug":"kinetics-400-1","name":"Kinetics 400","full_name":""}],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1705.06950","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1705.06950"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. 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