{"url":"/sota/real-time-instance-segmentation-on-pascal-voc","task":{"name":"Real-time Instance Segmentation","url":"/task/real-time-instance-segmentation","note":null},"dataset":{"name":"PASCAL VOC 2012","url":null},"category":"Computer Vision","categories":["Computer Vision"],"category_note":null,"description":"Similar to its parent task, instance segmentation, but with the goal of achieving real-time capabilities under a defined setting.\r\n\r\nImage Credit: [SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation](https://arxiv.org/pdf/2007.14772v1.pdf)","description_from":"task","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","rank":"the archive's row order at snapshot; not re-ranked","rows_end_at":"2025-07-28","rows_withheld_as_spam":0,"metric_values":"the archive's strings, untouched"},"metrics":["avgAP (mask AP + box AP)","boxAP","maskAP","FLOPs (G)","Size (M)","Frame (fps)"],"metric_direction":{"note":"inferred from the metric name only (the archive records no direction); null = not inferred, chart draws points only","by_metric":{"avgAP (mask AP + box AP)":"higher","boxAP":null,"maskAP":null,"FLOPs (G)":"lower","Size (M)":null,"Frame (fps)":null}},"counts":{"rows":3,"rows_with_code":3,"rows_with_paper_page":3,"rows_dated":3,"rows_using_additional_data":0},"rows":[{"rank_in_archive_order":1,"model":"RAMEM UPANet80 V2","metrics":{"FLOPs (G)":"100.85","Frame (fps)":"60.93","Size (M)":"40.32","avgAP (mask AP + box AP)":"42.69","boxAP":"42.96","maskAP":"42.42"},"uses_additional_data":false,"paper_date":"2023-08-15","paper":"/paper/real-time-automatic-m-mode-echocardiography","paper_url":"https://arxiv.org/abs/2308.07717v1","paper_title":"Real-time Automatic M-mode Echocardiography Measurement with Panel Attention from Local-to-Global Pixels","code":"https://github.com/hanktseng131415go/ramem","n_code_links":1,"syntology":null},{"rank_in_archive_order":2,"model":"maYOLACT ResNet50","metrics":{"FLOPs (G)":"48.26","Frame (fps)":"81.27","Size (M)":"30.41","avgAP (mask AP + box AP)":"37.39","boxAP":"37.50","maskAP":"37.27"},"uses_additional_data":false,"paper_date":"2023-08-15","paper":"/paper/real-time-automatic-m-mode-echocardiography","paper_url":"https://arxiv.org/abs/2308.07717v1","paper_title":"Real-time Automatic M-mode Echocardiography Measurement with Panel Attention from Local-to-Global Pixels","code":"https://github.com/hanktseng131415go/ramem","n_code_links":1,"syntology":null},{"rank_in_archive_order":3,"model":"YOLACT ResNet50","metrics":{"FLOPs (G)":"48.26","Frame (fps)":"81.11","Size (M)":"30.41","avgAP (mask AP + box AP)":"35.73","boxAP":"36.65","maskAP":"35.12"},"uses_additional_data":false,"paper_date":"2023-08-15","paper":"/paper/real-time-automatic-m-mode-echocardiography","paper_url":"https://arxiv.org/abs/2308.07717v1","paper_title":"Real-time Automatic M-mode Echocardiography Measurement with Panel Attention from Local-to-Global Pixels","code":"https://github.com/hanktseng131415go/ramem","n_code_links":1,"syntology":null}],"since_archive":{"present":false,"note":"No Syntology-extracted rows are published in this build."},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per row: N of M harvested code samples from that row's paper executed on a synthesized fixture; the other M-N are unverified. Not a reproduction of the row's number; not a correctness claim. n_pointer_only_licence counts samples the site points at rather than redistributes (a licence axis, independent of ran/unverified).","rows_with_graph_line":0,"rows_with_any_sample_ran":0,"distinct_papers_with_graph_line":0,"distinct_papers_with_any_sample_ran":0,"samples_over_distinct_papers":{"n_ran":0,"n_unverified":0,"n_samples":0,"n_pointer_only_licence":0,"note":"each paper (arXiv id) counted once, however many rows it is behind; this is the page-level figure"},"samples_row_weighted":{"n_ran":0,"n_unverified":0,"n_samples":0,"n_pointer_only_licence":0,"note":"row-weighted: a paper behind several rows is counted once per row; inflated relative to samples_over_distinct_papers by design, kept for readers summing the per-row syntology blocks"}}}