{"url":"/dataset/photographic-defect-severity","name":"Photographic Defect Severity","full_name":null,"description_markdown":"A large-scale dataset of user annotations on seven common photographic defects.\r\n\r\nSource: [Learning to Detect Multiple Photographic Defects](/paper/learning-to-detect-multiple-photographic)","description_withheld":null,"homepage":"https://github.com/ningyu1991/DefectDetection","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/learning-to-detect-multiple-photographic","title":"Learning to Detect Multiple Photographic Defects","first_author":"Ning Yu","url":null},"license":null,"modalities":[],"tasks":[{"name":"Multi-Task Learning","url":"/task/multi-task-learning","datasets_with_task":"/datasets/task/multi-task-learning"}],"languages":[],"variants":["Photographic Defect Severity"],"data_loaders":[{"repo":"https://github.com/ningyu1991/DefectDetection","url":"https://github.com/ningyu1991/DefectDetection","frameworks":["caffe2"]}],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"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."}