{"url":"/method/psfr-gan","slug":"psfr-gan","name":"PSFR-GAN","full_name":"PSFR-GAN","full_name_withheld":false,"description_markdown":"**PSFR-GAN** is a semantic-aware style transformation framework for face restoration. Given a pair of LQ face image and its corresponding parsing map, we first generate a multi-scale pyramid of the inputs, and then progressively modulate different scale features from coarse-to-fine in a semantic-aware style transfer way. Compared with previous networks, the proposed PSFR-GAN makes full use of the semantic (parsing maps) and pixel (LQ images) space information from different scales of inputs.","description_state":"present","introduced_year":null,"introduced_by":{"title":"Progressive Semantic-Aware Style Transformation for Blind Face Restoration","paper":"/paper/progressive-semantic-aware-style","first_author":"Chaofeng Chen","n_authors":6,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/progressive-semantic-aware-style"},"source":{"url":"https://arxiv.org/abs/2009.08709v2","title":"Progressive Semantic-Aware Style Transformation for Blind Face Restoration","url_on_a_paper_host":true},"code_snippet_url":null,"code_snippet_url_on_a_code_host":false,"categories":[{"area":"Computer Vision","area_id":"computer-vision","collection":"Face Restoration Models","url":"/methods/category/face-restoration-models","pwc_aliases":[]},{"area":"Computer Vision","area_id":"computer-vision","collection":"Generative Adversarial Networks","url":"/methods/category/generative-adversarial-networks","pwc_aliases":[]}],"n_papers_tagged":1,"archive_num_papers":1,"papers_newest_first":[{"paper":"/paper/progressive-semantic-aware-style","title":"Progressive Semantic-Aware Style Transformation for Blind Face Restoration","date":"2020-09-18","arxiv_id":"2009.08709","n_code_links":1,"syntology":null}],"papers_shown":1,"tasks":[{"task":"/task/blind-face-restoration","name":"Blind Face Restoration","papers":1},{"task":"/task/face-parsing","name":"Face Parsing","papers":1},{"task":"/task/semantic-parsing","name":"Semantic Parsing","papers":1},{"task":"/task/style-transfer","name":"Style Transfer","papers":1}],"tasks_shown":4,"n_tasks":4,"usage_by_year":[{"year":"2020","papers":1}],"row_source":"methods_table","archive":{"source":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","archive_url":"https://paperswithcode.com/method/psfr-gan"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}