{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/looking-fast-and-slow-memory-guided-mobile","title":"Looking Fast and Slow: Memory-Guided Mobile Video Object Detection","arxiv_id":"1903.10172","date":"2019-03-25","proceeding":null,"authors":["Mason Liu","Menglong Zhu","Marie White","Yinxiao Li","Dmitry Kalenichenko"],"abstract":"Models and examples built with TensorFlow","url_abs":"http://arxiv.org/abs/1903.10172v1","url_pdf":"http://arxiv.org/pdf/1903.10172v1.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":"looking-fast-and-slow-memory-guided-mobile","repo_url":"https://github.com/tensorflow/models/tree/master/research/lstm_object_detection","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"looking-fast-and-slow-memory-guided-mobile","repo_url":"https://github.com/vikrant7/pytorch-looking-fast-and-slow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"object-detection","task_name":"Object Detection"},{"task_slug":"object-recognition","task_name":"Object Recognition"},{"task_slug":"real-time-object-detection","task_name":"Real-Time Object Detection"},{"task_slug":"video-object-detection","task_name":"Video Object Detection"},{"task_slug":"object-detection-1","task_name":"object-detection"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/video-object-detection-on-imagenet-vid","task":"Video Object Detection","dataset":"ImageNet VID","model":"Looking Fast and Slow","rank_in_archive_order":33,"of":33,"metrics":{"MAP ":"63.9"},"uses_additional_data":true}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1903.10172","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}