Person recognition in photo collections is a critical yet challenging task in computer vision.Previous studies have used social relationships within photo collections to address this issue.However,these methods often ...Person recognition in photo collections is a critical yet challenging task in computer vision.Previous studies have used social relationships within photo collections to address this issue.However,these methods often fail when performing single-person-in-photos recognition in photo collections,as they cannot rely on social connections for recognition.In this work,we discard social relationships and instead measure the relationships between photos to solve this problem.We designed a new model that includes a multi-parameter attention network for adaptively fusing visual features and a unified formula for measuring photo intimacy.This model effectively recognizes individuals in single photo within the collection.Due to outdated annotations and missing photos in the existing PIPA(Person in Photo Album)dataset,wemanually re-annotated it and added approximately ten thousand photos of Asian individuals to address the underrepresentation issue.Our results on the re-annotated PIPA dataset are superior to previous studies in most cases,and experiments on the supplemented dataset further demonstrate the effectiveness of our method.We have made the PIPA dataset publicly available on Zenodo,with the DOI:10.5281/zenodo.12508096(accessed on 15 October 2025).展开更多
WHEN Zhang Hongyan plays the completely traditional Chinese musical instrument, the pipa, she is called a "pipa fairy maiden" by her audiences, "the pipa queen with outstanding talent and appearance&quo...WHEN Zhang Hongyan plays the completely traditional Chinese musical instrument, the pipa, she is called a "pipa fairy maiden" by her audiences, "the pipa queen with outstanding talent and appearance" by the Hong Kong press and "a national flower of the Women Philharmonic Orchestra" in Singapore. Having completed her master’s degree program at the folk music department of the Central Conservatory of Music. Zhang is continuing there as a teacher. On the unforgettable night of June 9, 1992, Zhang Hongyan presented her first solo concerto concert at the Beijing Concert Hall, in cooperation with the celebrated Central Philharmonic Orchestra based in Beijing and its famous conductor Hu Yongyan. This concert made her the first folk musical instrument player to present a special concerto concert in cooperation with a Western style orchestra. It is the result of many years of effort. Zhang was born in Shengxian County, Zhejiang Province, famous as the home of Yue Opera. Her father is a musician with a Yue展开更多
AN entirely new pipa solo was held at the International Artistic World inside the Beijing Crown Holiday Inn Hotel on the night of August 17, 1996. Though the young pipa player
LIKE a giant, the Tiantai Mountain Range in Zhejiang Province holds Tiantai County in its arms. The natural beauty of this area is plentiful with talent and music. For years Tiantai County has nurtured groups of pipa ...LIKE a giant, the Tiantai Mountain Range in Zhejiang Province holds Tiantai County in its arms. The natural beauty of this area is plentiful with talent and music. For years Tiantai County has nurtured groups of pipa players and is known as the "home of the pipa." Pipa is the traditional musical instrument of China, which prevailed in the Sui and Tang dynasties(A.D.581-907).展开更多
基金supported by“the Fundamental Research Funds for the Central Universities”(GrantNos.:3282025045,3282024008)“Science and Technology Project of the State ArchivesAdministration ofChina”(Grant No.:2025-Z-009).
文摘Person recognition in photo collections is a critical yet challenging task in computer vision.Previous studies have used social relationships within photo collections to address this issue.However,these methods often fail when performing single-person-in-photos recognition in photo collections,as they cannot rely on social connections for recognition.In this work,we discard social relationships and instead measure the relationships between photos to solve this problem.We designed a new model that includes a multi-parameter attention network for adaptively fusing visual features and a unified formula for measuring photo intimacy.This model effectively recognizes individuals in single photo within the collection.Due to outdated annotations and missing photos in the existing PIPA(Person in Photo Album)dataset,wemanually re-annotated it and added approximately ten thousand photos of Asian individuals to address the underrepresentation issue.Our results on the re-annotated PIPA dataset are superior to previous studies in most cases,and experiments on the supplemented dataset further demonstrate the effectiveness of our method.We have made the PIPA dataset publicly available on Zenodo,with the DOI:10.5281/zenodo.12508096(accessed on 15 October 2025).
文摘WHEN Zhang Hongyan plays the completely traditional Chinese musical instrument, the pipa, she is called a "pipa fairy maiden" by her audiences, "the pipa queen with outstanding talent and appearance" by the Hong Kong press and "a national flower of the Women Philharmonic Orchestra" in Singapore. Having completed her master’s degree program at the folk music department of the Central Conservatory of Music. Zhang is continuing there as a teacher. On the unforgettable night of June 9, 1992, Zhang Hongyan presented her first solo concerto concert at the Beijing Concert Hall, in cooperation with the celebrated Central Philharmonic Orchestra based in Beijing and its famous conductor Hu Yongyan. This concert made her the first folk musical instrument player to present a special concerto concert in cooperation with a Western style orchestra. It is the result of many years of effort. Zhang was born in Shengxian County, Zhejiang Province, famous as the home of Yue Opera. Her father is a musician with a Yue
文摘AN entirely new pipa solo was held at the International Artistic World inside the Beijing Crown Holiday Inn Hotel on the night of August 17, 1996. Though the young pipa player
文摘LIKE a giant, the Tiantai Mountain Range in Zhejiang Province holds Tiantai County in its arms. The natural beauty of this area is plentiful with talent and music. For years Tiantai County has nurtured groups of pipa players and is known as the "home of the pipa." Pipa is the traditional musical instrument of China, which prevailed in the Sui and Tang dynasties(A.D.581-907).
