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DataPerf: Benchmarks for Data-Centric AI Development


Jul 20, 2022
Mark Mazumder, Colby Banbury, Xiaozhe Yao, Bojan Karlaš, William Gaviria Rojas, Sudnya Diamos, Greg Diamos, Lynn He, Douwe Kiela, David Jurado, David Kanter, Rafael Mosquera, Juan Ciro, Lora Aroyo, Bilge Acun, Sabri Eyuboglu, Amirata Ghorbani, Emmett Goodman, Tariq Kane, Christine R. Kirkpatrick, Tzu-Sheng Kuo, Jonas Mueller, Tristan Thrush, Joaquin Vanschoren, Margaret Warren, Adina Williams, Serena Yeung, Newsha Ardalani, Praveen Paritosh, Ce Zhang, James Zou, Carole-Jean Wu, Cody Coleman, Andrew Ng, Peter Mattson, Vijay Janapa Reddi


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Adaptation of Surgical Activity Recognition Models Across Operating Rooms


Jul 07, 2022
Ali Mottaghi, Aidean Sharghi, Serena Yeung, Omid Mohareri

* MICCAI 2022 

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Domain Adaptive 3D Pose Augmentation for In-the-wild Human Mesh Recovery


Jun 21, 2022
Zhenzhen Weng, Kuan-Chieh Wang, Angjoo Kanazawa, Serena Yeung


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Mind the Gap: Understanding the Modality Gap in Multi-modal Contrastive Representation Learning


Mar 03, 2022
Weixin Liang, Yuhui Zhang, Yongchan Kwon, Serena Yeung, James Zou

* Our code and data are available at https://modalitygap.readthedocs.io/ 

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A real-time spatiotemporal AI model analyzes skill in open surgical videos


Dec 14, 2021
Emmett D. Goodman, Krishna K. Patel, Yilun Zhang, William Locke, Chris J. Kennedy, Rohan Mehrotra, Stephen Ren, Melody Guan, Maren Downing, Hao Wei Chen, Jevin Z. Clark, Gabriel A. Brat, Serena Yeung

* 22 pages, 4 main text figures, 7 extended data figures, 4 extended data tables 

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FlowVOS: Weakly-Supervised Visual Warping for Detail-Preserving and Temporally Consistent Single-Shot Video Object Segmentation


Nov 20, 2021
Julia Gong, F. Christopher Holsinger, Serena Yeung

* To appear at BMVC 2021; 13 pages, 4 figures, 2 tables 

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Staying in Shape: Learning Invariant Shape Representations using Contrastive Learning


Jul 08, 2021
Jeffrey Gu, Serena Yeung


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DARCNN: Domain Adaptive Region-based Convolutional Neural Network for Unsupervised Instance Segmentation in Biomedical Images


Apr 03, 2021
Joy Hsu, Wah Chiu, Serena Yeung

* To appear at CVPR 2021 

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Unsupervised Discovery of the Long-Tail in Instance Segmentation Using Hierarchical Self-Supervision


Apr 02, 2021
Zhenzhen Weng, Mehmet Giray Ogut, Shai Limonchik, Serena Yeung


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Personalized Federated Learning with First Order Model Optimization


Jan 28, 2021
Michael Zhang, Karan Sapra, Sanja Fidler, Serena Yeung, Jose M. Alvarez

* ICLR 2021 

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