Mukhoti, Jishnu

1. Calibrating Deep Neural Networks using Focal Loss
   2020/02/21 by Jishnu Mukhoti, Mukhoti, Jishnu, Viveka Kulharia +9 · 41 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Machine Learning and Data Classification
2. Deep Deterministic Uncertainty: A Simple Baseline
   2021/02/23 by Jishnu Mukhoti, Mukhoti, Jishnu, Andreas Kirsch +7 · 38 citations
   Engineering · Computer Science · Materials Science · #Fault Detection and Control Systems #Machine Learning and Algorithms #Machine Learning in Materials Science
3. Open Vocabulary Semantic Segmentation with Patch Aligned Contrastive Learning
   2022/12/09 by Jishnu Mukhoti, Tsung‐Yu Lin, Mukhoti, Jishnu +11 · 23 citations
   Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
4. Fine-tuning can cripple your foundation model; preserving features may be the solution
   2023/08/25 by Jishnu Mukhoti, Mukhoti, Jishnu, Yarin Gal +5 · 21 citations
   Engineering · Computer Science · #BIM and Construction Integration #Power Systems and Technologies #Model-Driven Software Engineering Techniques
5. Evaluating Bayesian Deep Learning Methods for Semantic Segmentation
   2018/11/30 by Jishnu Mukhoti, Mukhoti, Jishnu, Yarin Gal +1 · 15 citations
   Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning and Data Classification #Topic Modeling
6. Let's Take This Online: Adapting Scene Coordinate Regression Network Predictions for Online RGB-D Camera Relocalisation
   2019/06/20 by Cavallari, Tommaso, Bertinetto, Luca, Mukhoti, Jishnu +2 · 3 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
7. On the Importance of Strong Baselines in Bayesian Deep Learning
   2018/11/23 by Mukhoti, Jishnu, Stenetorp, Pontus, Gal, Yarin · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
8. Deep Deterministic Uncertainty for Semantic Segmentation
   2021/10/29 by Jishnu Mukhoti, Mukhoti, Jishnu, Joost van Amersfoort +5 · 1 citation
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
9. Raising the Bar on the Evaluation of Out-of-Distribution Detection
   2022/09/24 by Jishnu Mukhoti, Tsung‐Yu Lin, Mukhoti, Jishnu +11 · 1 citation
   Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)