Bindya Venkatesh

Publication Activity (10 Years)

Years Active: 2019-2020
Publications (10 Years): 12

Top Topics

Active Learning

Hierarchical Dirichlet Processes

Camera Calibration

Tracking Multiple Objects

Top Venues

Publications

Bindya Venkatesh, Jayaraman J. Thiagarajan
Ask-n-Learn: Active Learning via Reliable Gradient Representations for Image Classification. CoRR (2020)
Jayaraman J. Thiagarajan, Bindya Venkatesh, Deepta Rajan, Prasanna Sattigeri
Improving Reliability of Clinical Models Using Prediction Calibration. UNSURE/GRAIL@MICCAI (2020)
Jayaraman J. Thiagarajan, Bindya Venkatesh, Rushil Anirudh, Peer-Timo Bremer, Jim Gaffney, Gemma Anderson, Brian K. Spears
Designing Accurate Emulators for Scientific Processes using Calibration-Driven Deep Models. CoRR (2020)
Bindya Venkatesh, Jayaraman J. Thiagarajan, Kowshik Thopalli, Prasanna Sattigeri
Calibrate and Prune: Improving Reliability of Lottery Tickets Through Prediction Calibration. CoRR (2020)
Jayaraman J. Thiagarajan, Bindya Venkatesh, Deepta Rajan
Learn-By-Calibrating: Using Calibration As A Training Objective. ICASSP (2020)
Jayaraman J. Thiagarajan, Prasanna Sattigeri, Deepta Rajan, Bindya Venkatesh
Calibrating Healthcare AI: Towards Reliable and Interpretable Deep Predictive Models. CoRR (2020)
Jayaraman J. Thiagarajan, Bindya Venkatesh, Prasanna Sattigeri, Peer-Timo Bremer
Building Calibrated Deep Models via Uncertainty Matching with Auxiliary Interval Predictors. AAAI (2020)
Bahman Moraffah, Cesar Brito, Bindya Venkatesh, Antonia Papandreou-Suppappola
Use of Hierarchical Dirichlet Processes to Integrate Dependent Observations From Multiple Disparate Sensors for Tracking. FUSION (2019)
Bahman Moraffah, Cesar Brito, Bindya Venkatesh, Antonia Papandreou-Suppappola
Tracking Multiple Objects with Multimodal Dependent Measurements: Bayesian Nonparametric Modeling. ACSSC (2019)
Bindya Venkatesh, Jayaraman J. Thiagarajan
Heteroscedastic Calibration of Uncertainty Estimators in Deep Learning. CoRR (2019)
Jayaraman J. Thiagarajan, Bindya Venkatesh, Deepta Rajan
Learn-By-Calibrating: Using Calibration as a Training Objective. CoRR (2019)
Jayaraman J. Thiagarajan, Bindya Venkatesh, Prasanna Sattigeri, Peer-Timo Bremer
Building Calibrated Deep Models via Uncertainty Matching with Auxiliary Interval Predictors. CoRR (2019)