{"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/seed-data-edit-technical-report-a-hybrid","title":"SEED-Data-Edit Technical Report: A Hybrid Dataset for Instructional Image Editing","arxiv_id":"2405.04007","date":"2024-05-07","proceeding":null,"authors":["Yuying Ge","Sijie Zhao","Chen Li","Yixiao Ge","Ying Shan"],"abstract":"In this technical report, we introduce SEED-Data-Edit: a unique hybrid dataset for instruction-guided image editing, which aims to facilitate image manipulation using open-form language. SEED-Data-Edit is composed of three distinct types of data: (1) High-quality editing data produced by an automated pipeline, ensuring a substantial volume of diverse image editing pairs. (2) Real-world scenario data collected from the internet, which captures the intricacies of user intentions for promoting the practical application of image editing in the real world. (3) High-precision multi-turn editing data annotated by humans, which involves multiple rounds of edits for simulating iterative editing processes. The combination of these diverse data sources makes SEED-Data-Edit a comprehensive and versatile dataset for training language-guided image editing model. We fine-tune a pretrained Multimodal Large Language Model (MLLM) that unifies comprehension and generation with SEED-Data-Edit. The instruction tuned model demonstrates promising results, indicating the potential and effectiveness of SEED-Data-Edit in advancing the field of instructional image editing. The datasets are released in https://huggingface.co/datasets/AILab-CVC/SEED-Data-Edit.","url_abs":"https://arxiv.org/abs/2405.04007v1","url_pdf":"https://arxiv.org/pdf/2405.04007v1.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":"seed-data-edit-technical-report-a-hybrid","repo_url":"https://github.com/ailab-cvc/seed-x","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}}],"tasks":[{"task_slug":"image-manipulation","task_name":"Image Manipulation"},{"task_slug":"language-modeling","task_name":"Language Modeling"},{"task_slug":"language-modelling","task_name":"Language Modelling"},{"task_slug":"large-language-model","task_name":"Large Language Model"},{"task_slug":"multimodal-large-language-model","task_name":"Multimodal Large Language Model"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/2405.04007","atlas_url":"https://app.syntology.ai/?focus=2405.04007","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2405.04007"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-25T09:33:49+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/ailab-cvc/seed-x","reach":{"status":"ok","spdx":"NOASSERTION"}}],"summary":{"ran":6,"ran_fixture":1,"unverified":2},"by_repo_kind":{"official":{"samples":9,"ran":7,"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":9,"samples":[{"code_sha256_prefix":"66a2fe5698649c4c","entry":"cosine_loss","repo":"ailab-cvc/seed-x","repo_kind":"official","path":"src/models/mllm/seed_x.py","file_url":"https://github.com/ailab-cvc/seed-x/blob/HEAD/src/models/mllm/seed_x.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"66a2fe5698649c4c"}},{"code_sha256_prefix":"c3e1f507b8bc217d","entry":"extract_box","repo":"ailab-cvc/seed-x","repo_kind":"official","path":"src/inference/eval_img2text_seed_x.py","file_url":"https://github.com/ailab-cvc/seed-x/blob/HEAD/src/inference/eval_img2text_seed_x.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"c3e1f507b8bc217d"}},{"code_sha256_prefix":"bda035480e718551","entry":"get_transform","repo":"ailab-cvc/seed-x","repo_kind":"official","path":"src/processer/transforms.py","file_url":"https://github.com/ailab-cvc/seed-x/blob/HEAD/src/processer/transforms.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"bda035480e718551"}},{"code_sha256_prefix":"4039ff7e52e2d4fb","entry":"resize_and_pad_image","repo":"ailab-cvc/seed-x","repo_kind":"official","path":"src/inference/any_res.py","file_url":"https://github.com/ailab-cvc/seed-x/blob/HEAD/src/inference/any_res.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"4039ff7e52e2d4fb"}},{"code_sha256_prefix":"3999ff487573f32c","entry":"select_best_resolution","repo":"ailab-cvc/seed-x","repo_kind":"official","path":"src/inference/any_res.py","file_url":"https://github.com/ailab-cvc/seed-x/blob/HEAD/src/inference/any_res.py","link_basis":"harvester_set","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"3999ff487573f32c"}},{"code_sha256_prefix":"4db1fefd729f4ef0","entry":"select_best_resolution_v2","repo":"ailab-cvc/seed-x","repo_kind":"official","path":"src/inference/any_res.py","file_url":"https://github.com/ailab-cvc/seed-x/blob/HEAD/src/inference/any_res.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"4db1fefd729f4ef0"}},{"code_sha256_prefix":"070e1db10f514798","entry":"trainable_params","repo":"ailab-cvc/seed-x","repo_kind":"official","path":"src/train/train_seed_x_sft.py","file_url":"https://github.com/ailab-cvc/seed-x/blob/HEAD/src/train/train_seed_x_sft.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"070e1db10f514798"}},{"code_sha256_prefix":"04c1966e1890614b","entry":"bert_tokenizer","repo":"ailab-cvc/seed-x","repo_kind":"official","path":"src/processer/tokenizer.py","file_url":"https://github.com/ailab-cvc/seed-x/blob/HEAD/src/processer/tokenizer.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"04c1966e1890614b"}},{"code_sha256_prefix":"685a977b9afc9b0a","entry":"extract_box","repo":"ailab-cvc/seed-x","repo_kind":"official","path":"src/inference/eval_img2text_seed_x_i.py","file_url":"https://github.com/ailab-cvc/seed-x/blob/HEAD/src/inference/eval_img2text_seed_x_i.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"685a977b9afc9b0a"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}