{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/language-based-image-editing-with-recurrent","title":"Language-Based Image Editing with Recurrent Attentive Models","arxiv_id":"1711.06288","date":"2017-11-16","proceeding":"CVPR 2018 6","authors":["Jianbo Chen","Yelong Shen","Jianfeng Gao","Jingjing Liu","Xiaodong Liu"],"abstract":"We investigate the problem of Language-Based Image Editing (LBIE). Given a\nsource image and a natural language description, we want to generate a target\nimage by editing the source image based on the description. We propose a\ngeneric modeling framework for two sub-tasks of LBIE: language-based image\nsegmentation and image colorization. The framework uses recurrent attentive\nmodels to fuse image and language features. Instead of using a fixed step size,\nwe introduce for each region of the image a termination gate to dynamically\ndetermine after each inference step whether to continue extrapolating\nadditional information from the textual description. The effectiveness of the\nframework is validated on three datasets. First, we introduce a synthetic\ndataset, called CoSaL, to evaluate the end-to-end performance of our LBIE\nsystem. Second, we show that the framework leads to state-of-the-art\nperformance on image segmentation on the ReferIt dataset. Third, we present the\nfirst language-based colorization result on the Oxford-102 Flowers dataset.","url_abs":"http://arxiv.org/abs/1711.06288v2","url_pdf":"http://arxiv.org/pdf/1711.06288v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"language-based-image-editing-with-recurrent","repo_url":"https://github.com/Jianbo-Lab/LBIE","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":null}],"tasks":[{"task_slug":"colorization","task_name":"Colorization"},{"task_slug":"image-colorization","task_name":"Image Colorization"},{"task_slug":"image-segmentation","task_name":"Image Segmentation"},{"task_slug":"segmentation","task_name":"Segmentation"},{"task_slug":"semantic-segmentation","task_name":"Semantic Segmentation"}],"methods":[{"method_slug":"colorization","method_name":"Colorization"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":"https://app.syntology.ai/?focus=1711.06288","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1711.06288"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Jianbo-Lab/LBIE","reach":null}],"summary":{"ran_draft_wrong":1},"by_repo_kind":{"official":{"samples":1,"ran":1,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":1,"samples":[{"code_sha256_prefix":"b5c388ec8f4ba85f","entry":"save_images","repo":"Jianbo-Lab/LBIE","repo_kind":"official","path":"generate_image.py","file_url":"https://github.com/Jianbo-Lab/LBIE/blob/HEAD/generate_image.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"b5c388ec8f4ba85f"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}