{"url":"/method/oa-mix","slug":"oa-mix","name":"OA-Mix","full_name":"Object-Aware Mix","full_name_withheld":false,"description_markdown":"**OA-Mix** is a general and effective data augmentation method for single-domain generalization in object detection. It increases image diversity while preserving important semantic features with\r\nmulti-level transformations and object-aware mixing.","description_state":"present","introduced_year":null,"introduced_by":{"title":"Object-Aware Domain Generalization for Object Detection","paper":"/paper/object-aware-domain-generalization-for-object","first_author":"Wooju Lee","n_authors":4,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/object-aware-domain-generalization-for-object"},"source":{"url":"https://arxiv.org/abs/2312.12133v1","title":"Object-Aware Domain Generalization for Object Detection","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 Data Augmentation","url":"/methods/category/image-data-augmentation","pwc_aliases":[]}],"n_papers_tagged":1,"archive_num_papers":1,"papers_newest_first":[{"paper":"/paper/object-aware-domain-generalization-for-object","title":"Object-Aware Domain Generalization for Object Detection","date":"2023-12-19","arxiv_id":"2312.12133","n_code_links":1,"syntology":null}],"papers_shown":1,"tasks":[{"task":"/task/autonomous-driving","name":"Autonomous Driving","papers":1},{"task":"/task/contrastive-learning","name":"Contrastive Learning","papers":1},{"task":"/task/data-augmentation","name":"Data Augmentation","papers":1},{"task":"/task/domain-generalization","name":"Domain Generalization","papers":1},{"task":"/task/object","name":"Object","papers":1},{"task":"/task/object-detection","name":"Object Detection","papers":1},{"task":"/task/object-localization","name":"Object Localization","papers":1},{"task":"/task/robust-object-detection","name":"Robust Object Detection","papers":1},{"task":"/task/object-detection-1","name":"object-detection","papers":1}],"tasks_shown":9,"n_tasks":9,"usage_by_year":[{"year":"2023","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/oa-mix"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}