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Multimodal Few-Shot Object Detection with Meta-Learning Based Cross-Modal Prompting


Apr 16, 2022
Guangxing Han, Jiawei Ma, Shiyuan Huang, Long Chen, Rama Chellappa, Shih-Fu Chang

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* 22 pages 

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Few-Shot Object Detection with Fully Cross-Transformer


Mar 28, 2022
Guangxing Han, Jiawei Ma, Shiyuan Huang, Long Chen, Shih-Fu Chang

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* Accepted by CVPR 2022 

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Query Adaptive Few-Shot Object Detection with Heterogeneous Graph Convolutional Networks


Dec 17, 2021
Guangxing Han, Yicheng He, Shiyuan Huang, Jiawei Ma, Shih-Fu Chang

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* ICCV 2021 

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Partner-Assisted Learning for Few-Shot Image Classification


Sep 15, 2021
Jiawei Ma, Hanchen Xie, Guangxing Han, Shih-Fu Chang, Aram Galstyan, Wael Abd-Almageed

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* ICCV2021 Camera Ready 

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Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature Alignment


Apr 15, 2021
Guangxing Han, Shiyuan Huang, Jiawei Ma, Yicheng He, Shih-Fu Chang

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* 14 pages 

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Task-Adaptive Negative Class Envision for Few-Shot Open-Set Recognition


Dec 24, 2020
Shiyuan Huang, Jiawei Ma, Guangxing Han, Shih-Fu Chang

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COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation


Jul 06, 2020
Qingyun Wang, Manling Li, Xuan Wang, Nikolaus Parulian, Guangxing Han, Jiawei Ma, Jingxuan Tu, Ying Lin, Haoran Zhang, Weili Liu, Aabhas Chauhan, Yingjun Guan, Bangzheng Li, Ruisong Li, Xiangchen Song, Heng Ji, Jiawei Han, Shih-Fu Chang, James Pustejovsky, Jasmine Rah, David Liem, Ahmed Elsayed, Martha Palmer, Clare Voss, Cynthia Schneider, Boyan Onyshkevych

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* 11 pages, submitted to ACL 2020 Workshop on Natural Language Processing for COVID-19 (NLP-COVID), for resources see http://blender.cs.illinois.edu/covid19/ 

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CDSA: Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation


May 23, 2019
Jiawei Ma, Zheng Shou, Alireza Zareian, Hassan Mansour, Anthony Vetro, Shih-Fu Chang

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