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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

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* Accepted to ICCV 2021; 12 pages, 12 figures 

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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

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

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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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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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