{"url":"/task/noisy-semantic-image-synthesis","name":"Noisy Semantic Image Synthesis","slug":"noisy-semantic-image-synthesis","description_markdown":"Noisy semantic image synthesis involves generating realistic images from noisy semantic maps. This task evaluates the robustness of a method when given noisy input from users in real-world applications.","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":"archive_url"},"counts":{"papers_tagged":1,"papers_with_code":1,"benchmarks":3,"benchmark_tables_in_archive":3,"benchmark_tables_shown":3,"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":3,"subtasks":0,"parent_tasks":1},"benchmarks":[{"leaderboard":"/sota/noisy-semantic-image-synthesis-on-noisy","slug":"noisy-semantic-image-synthesis-on-noisy","dataset":"noisy-ADE20K-DS","dataset_url":"/dataset/noisy-ade20k-ds","rows_in_archive":1,"metrics":["FID","mIoU"],"first_row_in_archive_order":{"model":"SCDM","paper_title":"Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis","paper_url":"/paper/stochastic-conditional-diffusion-models-for","paper_date":"2024-02-26","arxiv_id":"2402.16506","code_links":[{"title":"mlvlab/scdm","url":"https://github.com/mlvlab/scdm"}],"syntology":{"n":4,"n_ran":1,"n_unverified":3,"n_pointer_only":0}}},{"leaderboard":"/sota/noisy-semantic-image-synthesis-on-noisy-1","slug":"noisy-semantic-image-synthesis-on-noisy-1","dataset":"noisy-ADE20K-Edge","dataset_url":"/dataset/noisy-ade20k-edge","rows_in_archive":1,"metrics":["FID","mIoU"],"first_row_in_archive_order":{"model":"SCDM","paper_title":"Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis","paper_url":"/paper/stochastic-conditional-diffusion-models-for","paper_date":"2024-02-26","arxiv_id":"2402.16506","code_links":[{"title":"mlvlab/scdm","url":"https://github.com/mlvlab/scdm"}],"syntology":{"n":4,"n_ran":1,"n_unverified":3,"n_pointer_only":0}}},{"leaderboard":"/sota/noisy-semantic-image-synthesis-on-noisy-2","slug":"noisy-semantic-image-synthesis-on-noisy-2","dataset":"noisy-ADE20K-Random","dataset_url":"/dataset/noisy-ade20k-random","rows_in_archive":1,"metrics":["FID","mIoU"],"first_row_in_archive_order":{"model":"SCDM","paper_title":"Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis","paper_url":"/paper/stochastic-conditional-diffusion-models-for","paper_date":"2024-02-26","arxiv_id":"2402.16506","code_links":[{"title":"mlvlab/scdm","url":"https://github.com/mlvlab/scdm"}],"syntology":{"n":4,"n_ran":1,"n_unverified":3,"n_pointer_only":0}}}],"datasets":[{"url":"/dataset/noisy-ade20k-ds","name":"noisy-ADE20K-DS","full_name":"","num_papers_in_archive":1},{"url":"/dataset/noisy-ade20k-edge","name":"noisy-ADE20K-Edge","full_name":"","num_papers_in_archive":1},{"url":"/dataset/noisy-ade20k-random","name":"noisy-ADE20K-Random","full_name":"","num_papers_in_archive":1}],"subtasks":[],"parent_tasks":[{"url":"/task/conditional-image-generation","name":"Conditional Image Generation"}],"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":1,"of":1,"tagged_in_all":1,"items":[{"url":"/paper/stochastic-conditional-diffusion-models-for","title":"Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis","date":"2024-02-26","arxiv_id":"2402.16506","repositories_listed":1,"syntology":{"n":4,"n_ran":1,"n_unverified":3,"n_pointer_only":0}}],"syntology_records":1,"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"}}