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Low-Shot Validation: Active Importance Sampling for Estimating Classifier Performance on Rare Categories


Sep 13, 2021
Fait Poms, Vishnu Sarukkai, Ravi Teja Mullapudi, Nimit S. Sohoni, William R. Mark, Deva Ramanan, Kayvon Fatahalian

* Accepted to ICCV 2021; 12 pages, 12 figures 

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Video Pose Distillation for Few-Shot, Fine-Grained Sports Action Recognition


Sep 03, 2021
James Hong, Matthew Fisher, Michaël Gharbi, Kayvon Fatahalian

* ICCV 2021 (poster) 

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Mandoline: Model Evaluation under Distribution Shift


Jul 01, 2021
Mayee Chen, Karan Goel, Nimit Sohoni, Fait Poms, Kayvon Fatahalian, Christopher Ré

* 32 pages. Published as a conference paper at ICML 2021 

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Large Batch Simulation for Deep Reinforcement Learning


Mar 12, 2021
Brennan Shacklett, Erik Wijmans, Aleksei Petrenko, Manolis Savva, Dhruv Batra, Vladlen Koltun, Kayvon Fatahalian

* Published as a conference paper at ICLR 2021 

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Iterative Text-based Editing of Talking-heads Using Neural Retargeting


Nov 21, 2020
Xinwei Yao, Ohad Fried, Kayvon Fatahalian, Maneesh Agrawala

* Project Website is https://davidyao.me/projects/text2vid 

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Background Splitting: Finding Rare Classes in a Sea of Background


Aug 28, 2020
Ravi Teja Mullapudi, Fait Poms, William R. Mark, Deva Ramanan, Kayvon Fatahalian


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Vid2Player: Controllable Video Sprites that Behave and Appear like Professional Tennis Players


Aug 11, 2020
Haotian Zhang, Cristobal Sciutto, Maneesh Agrawala, Kayvon Fatahalian

* Supplemental: https://cs.stanford.edu/~haotianz/research/vid2player/ 

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Train and You'll Miss It: Interactive Model Iteration with Weak Supervision and Pre-Trained Embeddings


Jun 26, 2020
Mayee F. Chen, Daniel Y. Fu, Frederic Sala, Sen Wu, Ravi Teja Mullapudi, Fait Poms, Kayvon Fatahalian, Christopher Ré


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Fast and Three-rious: Speeding Up Weak Supervision with Triplet Methods


Feb 27, 2020
Daniel Y. Fu, Mayee F. Chen, Frederic Sala, Sarah M. Hooper, Kayvon Fatahalian, Christopher Ré


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Multi-Resolution Weak Supervision for Sequential Data


Oct 21, 2019
Frederic Sala, Paroma Varma, Jason Fries, Daniel Y. Fu, Shiori Sagawa, Saelig Khattar, Ashwini Ramamoorthy, Ke Xiao, Kayvon Fatahalian, James Priest, Christopher Ré

* NeurIPS 2019 (Conference on Neural Information Processing Systems) 

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Rekall: Specifying Video Events using Compositions of Spatiotemporal Labels


Oct 07, 2019
Daniel Y. Fu, Will Crichton, James Hong, Xinwei Yao, Haotian Zhang, Anh Truong, Avanika Narayan, Maneesh Agrawala, Christopher Ré, Kayvon Fatahalian


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Online Model Distillation for Efficient Video Inference


Dec 06, 2018
Ravi Teja Mullapudi, Steven Chen, Keyi Zhang, Deva Ramanan, Kayvon Fatahalian


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Scanner: Efficient Video Analysis at Scale


May 18, 2018
Alex Poms, Will Crichton, Pat Hanrahan, Kayvon Fatahalian

* 14 pages, 14 figuers 

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