{"doi":"10.1109/cvpr52688.2022.02037","title":"YouMVOS: An Actor-centric Multi-shot Video Object Segmentation Dataset","abstract":"Many video understanding tasks require analyzing multishot videos, but existing datasets for video object segmentation (VOS) only consider single-shot videos. To address this challenge, we collected a new dataset-YouMVaS-of 200 popular YouTube videos spanning ten genres, where each video is on average five minutes long and with 75 shots. We selected recurring actors and annotated 431K segmentation masks at a frame rate of six, exceeding previous datasets in average video duration, object variation, and narrative structure complexity. We incorporated good practices of model architecture design, memory management, and multi-shot tracking into an existing video segmentation method to build competitive baseline methods. Through error analysis, we found that these baselines still fail to cope with cross-shot appearance variation on our YouMVOS dataset. Thus, our dataset poses new challenges in multi-shot segmentation towards better video analysis. Data, code, and pre-trained models are available at https://donglaiw.github.io/proj/youMVOS","journal":"2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","year":2022,"id":302374,"datarank":0.2678901081183832,"base_score":1.0986122886681096,"endowment":1.0986122886681096,"self_citation_contribution":0.16479184330021646,"citation_network_contribution":0.10309826481816675,"self_endowment_contribution":0.16479184330021646,"citer_contribution":0.10309826481816675,"corpus_percentile":41.595111007967816,"corpus_rank":7551,"citation_count":2,"citer_count":2,"citers_with_citation_signal":2,"citers_with_endowment":2,"datacite_reuse_total":0,"is_dataset":true,"is_dataset_confidence":0.9187,"is_data_producer":false,"deposit_databanks":null,"is_oa":false,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2022-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":994379,"name":"Siddhant Kharbanda","orcid":"0009-0000-6847-5836","position":1,"is_corresponding":false},{"id":994380,"name":"Sarthak Arora","orcid":"0000-0003-4998-3557","position":2,"is_corresponding":false},{"id":994731,"name":"Roshan Roy","orcid":null,"position":3,"is_corresponding":false},{"id":85788,"name":"Nishant Jain","orcid":"0000-0003-3260-2543","position":4,"is_corresponding":false},{"id":994381,"name":"Akash Palrecha","orcid":"0000-0002-8061-8104","position":5,"is_corresponding":false},{"id":994732,"name":"Tanav Shah","orcid":null,"position":6,"is_corresponding":false},{"id":994733,"name":"Shray Mathur","orcid":null,"position":7,"is_corresponding":false},{"id":994734,"name":"Ritik Mathur","orcid":null,"position":8,"is_corresponding":false},{"id":994735,"name":"Abhijay Kemkar","orcid":null,"position":9,"is_corresponding":false},{"id":994382,"name":"Anirudh Chakravarthy","orcid":"0000-0002-8400-6762","position":10,"is_corresponding":false},{"id":802980,"name":"Zudi Lin","orcid":"0000-0003-4176-8035","position":11,"is_corresponding":false},{"id":807073,"name":"Won-Dong Jang","orcid":"0000-0002-5205-1024","position":12,"is_corresponding":false},{"id":994383,"name":"Yansong Tang","orcid":"0000-0002-1534-4549","position":13,"is_corresponding":false},{"id":551635,"name":"Song Bai","orcid":"0000-0002-2570-9118","position":14,"is_corresponding":false},{"id":994384,"name":"James Tompkin","orcid":"0000-0003-2218-2899","position":15,"is_corresponding":false},{"id":994736,"name":"Philip H. S. Torr","orcid":null,"position":16,"is_corresponding":false},{"id":462915,"name":"Hanspeter Pfister","orcid":"0000-0002-3620-2582","position":17,"is_corresponding":false},{"id":802981,"name":"Donglai Wei","orcid":"0000-0002-2329-5484","position":0,"is_corresponding":true}],"reference_count":72,"raw_metadata":null,"created_at":"2026-07-19T00:32:16.279991Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}