{"url":"/dataset/coco-ooc","name":"COCO-OOC","full_name":null,"description_markdown":"COCO-OOC goes beyond standard object detection to ask the question: Which objects are out-of-context (OOC)? Given an image with a set of objects, the goal of COCO-OOC is to determine if an object is inconsistent with the contextual relations, where it must detect the OOC object with a bounding box. \r\n\r\nCOCO-OOC is derived from COCO by inserting objects into images that violate contextual relationships compared to the existing objects in a scene.\r\n\r\nCOCO-OOC has 106,036 images with two kinds of OOC violations: co-occurrence and size.","description_withheld":null,"homepage":"https://github.com/SRI-CSL/Trinity_OOC","introduced_date":"2022-02-11","introduced_date_note":null,"introduced_by":{"paper":"/paper/detecting-out-of-context-objects-using","title":"Detecting out-of-context objects using contextual cues","first_author":"Manoj Acharya","url":null},"license":{"name":"Apache License 2.0","url":"https://github.com/SRI-CSL/Trinity_OOC/blob/main/LICENSE"},"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"2D Object Detection","url":"/task/2d-object-detection","datasets_with_task":"/datasets/task/2d-object-detection"},{"name":"Anomaly Detection","url":"/task/anomaly-detection","datasets_with_task":"/datasets/task/anomaly-detection"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["COCO-OOC"],"data_loaders":[],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/anomaly-detection-on-coco-ooc","task":"Anomaly Detection","dataset_variant":"COCO-OOC","rows":1,"metrics":["AUC"],"first_row_in_archive_order":{"model":"GCRN","paper":"/paper/detecting-out-of-context-objects-using","metrics":{"AUC":"0.980"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/detecting-out-of-context-objects-using","title":"Detecting out-of-context objects using contextual cues","date":"2022-02-11","rows_on_this_dataset":1,"code_links":0,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}