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Sachin Vernekar

  1. Improving Reconstruction Autoencoder Out-of-distribution Detection with Mahalanobis Distance
    2018/12/06 by Taylor Denouden, Rick Salay, Denouden, Taylor +9 · 22 citations
    Computer Science · Engineering · Mathematics · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Fault Detection and Control Systems #cs.LG #stat.ML
  2. Out-of-distribution Detection in Classifiers via Generation
    2019/10/09 by Sachin Vernekar, Vernekar, Sachin, Ashish Gaurav +9 · 2 citations
    Computer Science · Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.LG #stat.ML
  3. Detecting Out-of-Distribution Inputs in Deep Neural Networks Using an Early-Layer Output
    2019/10/23 by Vahdat Abdelzad, Krzysztof Czarnecki, Abdelzad, Vahdat +9 · 2 citations
    Computer Science · Mathematics · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #cs.LG #stat.ML
  4. Calibrating Uncertainties in Object Localization Task
    2018/11/27 by Buu Phan, Rick Salay, Phan, Buu +9 · 1 citation
    Computer Science · Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.LG #stat.ML