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Alternating Gradient Descent and Mixture-of-Experts for Integrated Multimodal Perception


May 10, 2023
Hassan Akbari, Dan Kondratyuk, Yin Cui, Rachel Hornung, Huisheng Wang, Hartwig Adam

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Towards Understanding the Effect of Pretraining Label Granularity


Mar 29, 2023
Guan Zhe Hong, Yin Cui, Ariel Fuxman, Stanley H. Chan, Enming Luo

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Unified Visual Relationship Detection with Vision and Language Models


Mar 16, 2023
Long Zhao, Liangzhe Yuan, Boqing Gong, Yin Cui, Florian Schroff, Ming-Hsuan Yang, Hartwig Adam, Ting Liu

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* Technical report (14 pages) 

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A Simple Zero-shot Prompt Weighting Technique to Improve Prompt Ensembling in Text-Image Models


Feb 13, 2023
James Urquhart Allingham, Jie Ren, Michael W Dusenberry, Jeremiah Zhe Liu, Xiuye Gu, Yin Cui, Dustin Tran, Balaji Lakshminarayanan

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F-VLM: Open-Vocabulary Object Detection upon Frozen Vision and Language Models


Sep 30, 2022
Weicheng Kuo, Yin Cui, Xiuye Gu, AJ Piergiovanni, Anelia Angelova

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* 19 pages, 6 figures 

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Multimodal Open-Vocabulary Video Classification via Pre-Trained Vision and Language Models


Jul 15, 2022
Rui Qian, Yeqing Li, Zheng Xu, Ming-Hsuan Yang, Serge Belongie, Yin Cui

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Surrogate Gap Minimization Improves Sharpness-Aware Training


Mar 19, 2022
Juntang Zhuang, Boqing Gong, Liangzhe Yuan, Yin Cui, Hartwig Adam, Nicha Dvornek, Sekhar Tatikonda, James Duncan, Ting Liu

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* Paper accepted by ICLR22, https://openreview.net/forum?id=edONMAnhLu

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Open-Vocabulary Image Segmentation


Dec 22, 2021
Golnaz Ghiasi, Xiuye Gu, Yin Cui, Tsung-Yi Lin

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Towards a Unified Foundation Model: Jointly Pre-Training Transformers on Unpaired Images and Text


Dec 14, 2021
Qing Li, Boqing Gong, Yin Cui, Dan Kondratyuk, Xianzhi Du, Ming-Hsuan Yang, Matthew Brown

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* preliminary work 

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Contextualized Spatio-Temporal Contrastive Learning with Self-Supervision


Dec 09, 2021
Liangzhe Yuan, Rui Qian, Yin Cui, Boqing Gong, Florian Schroff, Ming-Hsuan Yang, Hartwig Adam, Ting Liu

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