{"url":"/method/smot","slug":"smot","name":"SMOT","full_name":"Single-Shot Multi-Object Tracker","full_name_withheld":false,"description_markdown":"**Single-Shot Multi-Object Tracker** or **SMOT**, is a tracking framework that converts any single-shot detector (SSD) model into an online multiple object tracker, which emphasizes simultaneously detecting and tracking of the object paths. Contrary to the existing tracking by detection approaches which suffer from errors made by the object detectors, SMOT adopts the recently proposed scheme of tracking by re-detection.\r\n\r\nThe proposed SMOT consists of two stages. The first stage generates temporally consecutive tracklets by exploring the temporal and spatial correlations from previous frame. The second stage performs online linking of the tracklets to generate a face track for each person (better view in color).","description_state":"present","introduced_year":null,"introduced_by":{"title":"SMOT: Single-Shot Multi Object Tracking","paper":"/paper/smot-single-shot-multi-object-tracking","first_author":"Wei Li","n_authors":5,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/smot-single-shot-multi-object-tracking"},"source":{"url":"https://arxiv.org/abs/2010.16031v1","title":"SMOT: Single-Shot Multi Object Tracking","url_on_a_paper_host":true},"code_snippet_url":null,"code_snippet_url_on_a_code_host":false,"categories":[{"area":"Computer Vision","area_id":"computer-vision","collection":"Multi-Object Tracking Models","url":"/methods/category/multi-object-tracking-models","pwc_aliases":[]}],"n_papers_tagged":2,"archive_num_papers":2,"papers_newest_first":[{"paper":"/paper/beyond-mot-semantic-multi-object-tracking","title":"Beyond MOT: Semantic Multi-Object Tracking","date":"2024-03-08","arxiv_id":"2403.05021","n_code_links":1,"syntology":{"ran":3,"of":5,"unverified":2,"pointer_only":0}},{"paper":"/paper/smot-single-shot-multi-object-tracking","title":"SMOT: Single-Shot Multi Object Tracking","date":"2020-10-30","arxiv_id":"2010.16031","n_code_links":1,"syntology":null}],"papers_shown":2,"tasks":[{"task":"/task/multi-object-tracking","name":"Multi-Object Tracking","papers":2},{"task":"/task/object","name":"Object","papers":2},{"task":"/task/object-tracking","name":"Object Tracking","papers":2},{"task":"/task/video-understanding","name":"Video Understanding","papers":1}],"tasks_shown":4,"n_tasks":4,"usage_by_year":[{"year":"2020","papers":1},{"year":"2024","papers":1}],"row_source":"methods_table","archive":{"source":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","archive_url":"https://paperswithcode.com/method/smot"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}