{"url":"/task/3d-mesh-denoising","name":"3D Mesh Denoising","slug":"3d-mesh-denoising","description_markdown":"3D Mesh Denoising involves removing distortions—referred to as noise—introduced during 3D scanning and reconstruction processes, which cause spatial displacement of mesh vertices. The goal is to eliminate this noise while preserving critical geometric features of the polygonal mesh.","categories":[{"name":"Computer Vision","url":"/area/computer-vision"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"derived"},"counts":{"papers_tagged":2,"papers_with_code":2,"benchmarks":0,"benchmark_tables_in_archive":0,"benchmark_tables_shown":0,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":0,"subtasks":1,"parent_tasks":1},"benchmarks":[],"datasets":[],"subtasks":[{"url":"/task/3d-noise-generation","name":"3D Noise Generation"}],"parent_tasks":[{"url":"/task/denoising","name":"Denoising"}],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":2,"of":2,"tagged_in_all":2,"items":[{"url":"/paper/noisemaker-3d-comprehensive-framework-for","title":"Noisemaker 3D: Comprehensive Framework for Mesh Noise Generation","date":"2025-05-16","arxiv_id":null,"repositories_listed":1,"syntology":null},{"url":"/paper/fast-and-effective-l0-gradient-minimization","title":"Fast and Effective L0 Gradient Minimization by Region Fusion","date":"2015-12-01","arxiv_id":null,"repositories_listed":1,"syntology":null}],"syntology_records":0,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}