{"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/recognizing-and-curating-photo-albums-via","title":"Recognizing and Curating Photo Albums via Event-Specific Image Importance","arxiv_id":"1707.05911","date":"2017-07-19","proceeding":null,"authors":["Yufei Wang","Zhe Lin","Xiaohui Shen","Radomir Mech","Gavin Miller","Garrison W. Cottrell"],"abstract":"Automatic organization of personal photos is a problem with many real world\nap- plications, and can be divided into two main tasks: recognizing the event\ntype of the photo collection, and selecting interesting images from the\ncollection. In this paper, we attempt to simultaneously solve both tasks:\nalbum-wise event recognition and image- wise importance prediction. We\ncollected an album dataset with both event type labels and image importance\nlabels, refined from an existing CUFED dataset. We propose a hybrid system\nconsisting of three parts: A siamese network-based event-specific image\nimportance prediction, a Convolutional Neural Network (CNN) that recognizes the\nevent type, and a Long Short-Term Memory (LSTM)-based sequence level event\nrecognizer. We propose an iterative updating procedure for event type and image\nimportance score prediction. We experimentally verified that image importance\nscore prediction and event type recognition can each help the performance of\nthe other.","url_abs":"http://arxiv.org/abs/1707.05911v1","url_pdf":"http://arxiv.org/pdf/1707.05911v1.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":"recognizing-and-curating-photo-albums-via","repo_url":"https://github.com/alibaba-miil/peta","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"prediction","task_name":"Prediction"},{"task_slug":"type","task_name":"Vocal Bursts Type Prediction"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}