{"url":"/dataset/fisheye8k","name":"FishEye8K","full_name":"FishEye8K: A Benchmark and Dataset for Fisheye Camera Object Detection","description_markdown":"With the advance of AI, road object detection has been a prominent topic in computer vision, mostly using perspective cameras. Fisheye lens provides omnidirectional wide coverage for using fewer cameras to monitor road intersections, however with view distortions. The dataset will be available on the GitHub (https://github.com/MoyoG/FishEye8K) with PASCAL VOC, MS COCO, and YOLO annotation formats.","description_withheld":null,"homepage":"https://arxiv.org/pdf/2305.17449.pdf","introduced_date":"2023-05-27","introduced_date_note":null,"introduced_by":{"paper":"/paper/fisheye8k-a-benchmark-and-dataset-for-fisheye","title":"FishEye8K: A Benchmark and Dataset for Fisheye Camera Object Detection","first_author":"Munkhjargal Gochoo","url":null},"license":null,"modalities":[],"tasks":[{"name":"2D Object Detection","url":"/task/2d-object-detection","datasets_with_task":"/datasets/task/2d-object-detection"}],"languages":[],"variants":["FishEye8K"],"data_loaders":[],"num_papers_in_archive":5,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/2d-object-detection-on-fisheye8k","task":"2D Object Detection","dataset_variant":"FishEye8K","rows":1,"metrics":["mAP"],"first_row_in_archive_order":{"model":"Yolov8x (640x640)","paper":"/paper/fisheye8k-a-benchmark-and-dataset-for-fisheye","metrics":{"mAP":"61.4"},"code_links":[{"title":"moyog/fisheye8k","url":"https://github.com/moyog/fisheye8k"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/fisheye8k-a-benchmark-and-dataset-for-fisheye","title":"FishEye8K: A Benchmark and Dataset for Fisheye Camera Object Detection","date":"2023-05-27","rows_on_this_dataset":1,"code_links":1,"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."}