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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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Open-Vocabulary Object Detection Using Captions

Nov 20, 2020
Alireza Zareian, Kevin Dela Rosa, Derek Hao Hu, Shih-Fu Chang


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Neuro-Symbolic Representations for Video Captioning: A Case for Leveraging Inductive Biases for Vision and Language

Nov 18, 2020
Hassan Akbari, Hamid Palangi, Jianwei Yang, Sudha Rao, Asli Celikyilmaz, Roland Fernandez, Paul Smolensky, Jianfeng Gao, Shih-Fu Chang


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Weakly-supervised VisualBERT: Pre-training without Parallel Images and Captions

Oct 24, 2020
Liunian Harold Li, Haoxuan You, Zhecan Wang, Alireza Zareian, Shih-Fu Chang, Kai-Wei Chang


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Uncertainty-Aware Few-Shot Image Classification

Oct 09, 2020
Zhizheng Zhang, Cuiling Lan, Wenjun Zeng, Zhibo Chen, Shih-Fu Chang


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Ref-NMS: Breaking Proposal Bottlenecks in Two-Stage Referring Expression Grounding

Sep 03, 2020
Long Chen, Wenbo Ma, Jun Xiao, Hanwang Zhang, Wei Liu, Shih-Fu Chang


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Analogical Reasoning for Visually Grounded Language Acquisition

Jul 22, 2020
Bo Wu, Haoyu Qin, Alireza Zareian, Carl Vondrick, Shih-Fu Chang

* 12 pages 

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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

* 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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Learning Visual Commonsense for Robust Scene Graph Generation

Jun 17, 2020
Alireza Zareian, Haoxuan You, Zhecan Wang, Shih-Fu Chang


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Deep Learning Guided Building Reconstruction from Satellite Imagery-derived Point Clouds

May 19, 2020
Bo Xu, Xu Zhang, Zhixin Li, Matt Leotta, Shih-Fu Chang, Jie Shan


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Cross-media Structured Common Space for Multimedia Event Extraction

May 05, 2020
Manling Li, Alireza Zareian, Qi Zeng, Spencer Whitehead, Di Lu, Heng Ji, Shih-Fu Chang

* Accepted as an oral paper at ACL 2020 

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Unifying Specialist Image Embedding into Universal Image Embedding

Mar 08, 2020
Yang Feng, Futang Peng, Xu Zhang, Wei Zhu, Shanfeng Zhang, Howard Zhou, Zhen Li, Tom Duerig, Shih-Fu Chang, Jiebo Luo


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Training with Streaming Annotation

Feb 11, 2020
Tongtao Zhang, Heng Ji, Shih-Fu Chang, Marjorie Freedman


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Weakly Supervised Visual Semantic Parsing

Jan 08, 2020
Alireza Zareian, Svebor Karaman, Shih-Fu Chang


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Bridging Knowledge Graphs to Generate Scene Graphs

Jan 07, 2020
Alireza Zareian, Svebor Karaman, Shih-Fu Chang


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General Partial Label Learning via Dual Bipartite Graph Autoencoder

Jan 05, 2020
Brian Chen, Bo Wu, Alireza Zareian, Hanwang Zhang, Shih-Fu Chang

* 8 pages 

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Flow-Distilled IP Two-Stream Networks for Compressed Video Action Recognition

Dec 12, 2019
Shiyuan Huang, Xudong Lin, Svebor Karaman, Shih-Fu Chang


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Flow-Distilled IP Two-Stream Networks for Compressed Video ActionRecognition

Dec 10, 2019
Shiyuan Huang, Xudong Lin, Svebor Karaman, Shih-Fu Chang


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Learning to Learn Words from Narrated Video

Nov 25, 2019
Dídac Surís, Dave Epstein, Heng Ji, Shih-Fu Chang, Carl Vondrick

* 11 pages, 11 figures 

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LPAT: Learning to Predict Adaptive Threshold for Weakly-supervised Temporal Action Localization

Oct 25, 2019
Xudong Lin, Zheng Shou, Shih-Fu Chang

* Work in progress 

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Context-Gated Convolution

Oct 22, 2019
Xudong Lin, Lin Ma, Wei Liu, Shih-Fu Chang

* Work in progress 

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Detecting and Simulating Artifacts in GAN Fake Images

Jul 15, 2019
Xu Zhang, Svebor Karaman, Shih-Fu Chang

* 7 pages, 7 figures 

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Variational Context: Exploiting Visual and Textual Context for Grounding Referring Expressions

Jul 08, 2019
Yulei Niu, Hanwang Zhang, Zhiwu Lu, Shih-Fu Chang

* Accepted as regular paper in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). Substantial text overlap with arXiv:1712.01892 

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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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Unsupervised Embedding Learning via Invariant and Spreading Instance Feature

Apr 06, 2019
Mang Ye, Xu Zhang, Pong C. Yuen, Shih-Fu Chang

* CVPR 2019 

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Unsupervised Rank-Preserving Hashing for Large-Scale Image Retrieval

Mar 04, 2019
Svebor Karaman, Xudong Lin, Xuefeng Hu, Shih-Fu Chang


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DMC-Net: Generating Discriminative Motion Cues for Fast Compressed Video Action Recognition

Jan 11, 2019
Zheng Shou, Zhicheng Yan, Yannis Kalantidis, Laura Sevilla-Lara, Marcus Rohrbach, Xudong Lin, Shih-Fu Chang


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