{"url":"/method/make-a-scene","slug":"make-a-scene","name":"Make-A-Scene","full_name":"Make-A-Scene","full_name_withheld":false,"description_markdown":"Make-A-Scene is a text-to-image method that (i) enables a simple control mechanism complementary to text in the form of a scene, (ii) introduces elements that improve the tokenization process by employing domain-specific knowledge over key image regions (faces and salient objects), and (iii) adapts classifier-free guidance for the transformer use case.","description_state":"present","introduced_year":null,"introduced_by":{"title":"Make-A-Scene: Scene-Based Text-to-Image Generation with Human Priors","paper":"/paper/make-a-scene-scene-based-text-to-image","first_author":"Oran Gafni","n_authors":6,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/make-a-scene-scene-based-text-to-image"},"source":{"url":"https://arxiv.org/abs/2203.13131v1","title":"Make-A-Scene: Scene-Based Text-to-Image Generation with Human Priors","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":"Image Generation Models","url":"/methods/category/image-generation-models","pwc_aliases":[]}],"n_papers_tagged":1,"archive_num_papers":1,"papers_newest_first":[{"paper":"/paper/make-a-scene-scene-based-text-to-image","title":"Make-A-Scene: Scene-Based Text-to-Image Generation with Human Priors","date":"2022-03-24","arxiv_id":"2203.13131","n_code_links":1,"syntology":{"ran":4,"of":6,"unverified":2,"pointer_only":0}}],"papers_shown":1,"tasks":[{"task":"/task/image-generation","name":"Image Generation","papers":1},{"task":"/task/semantic-segmentation","name":"Semantic Segmentation","papers":1},{"task":"/task/text-to-image-generation-1","name":"Text to Image Generation","papers":1},{"task":"/task/text-to-image-generation","name":"Text-to-Image Generation","papers":1}],"tasks_shown":4,"n_tasks":4,"usage_by_year":[{"year":"2022","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/make-a-scene"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}