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Designing Counterfactual Generators using Deep Model Inversion


Oct 05, 2021
Jayaraman J. Thiagarajan, Vivek Narayanaswamy, Deepta Rajan, Jason Liang, Akshay Chaudhari, Andreas Spanias

* Neurips 2021 

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Loss Estimators Improve Model Generalization


Mar 05, 2021
Vivek Narayanaswamy, Jayaraman J. Thiagarajan, Deepta Rajan, Andreas Spanias


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Automatic Diagnosis of Pulmonary Embolism Using an Attention-guided Framework: A Large-scale Study


May 29, 2020
Luyao Shi, Deepta Rajan, Shafiq Abedin, Manikanta Srikar Yellapragada, David Beymer, Ehsan Dehghan

* MIDL 2020 Full Paper 

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Self-Training with Improved Regularization for Few-Shot Chest X-Ray Classification


May 03, 2020
Deepta Rajan, Jayaraman J. Thiagarajan, Alexandros Karargyris, Satyananda Kashyap


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Calibrating Healthcare AI: Towards Reliable and Interpretable Deep Predictive Models


Apr 27, 2020
Jayaraman J. Thiagarajan, Prasanna Sattigeri, Deepta Rajan, Bindya Venkatesh


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Learn-By-Calibrating: Using Calibration as a Training Objective


Oct 30, 2019
Jayaraman J. Thiagarajan, Bindya Venkatesh, Deepta Rajan


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Pi-PE: A Pipeline for Pulmonary Embolism Detection using Sparsely Annotated 3D CT Images


Oct 21, 2019
Deepta Rajan, David Beymer, Shafiqul Abedin, Ehsan Dehghan

* 2019 NeurIPS ML4H (Proceedings of Machine Learning Research) 

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Leveraging Medical Visual Question Answering with Supporting Facts


May 28, 2019
Tomasz Kornuta, Deepta Rajan, Chaitanya Shivade, Alexis Asseman, Ahmet S. Ozcan

* Working notes from the ImageCLEF 2019 VQA-Med competition 

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Generalization Studies of Neural Network Models for Cardiac Disease Detection Using Limited Channel ECG


Jan 05, 2019
Deepta Rajan, David Beymer, Girish Narayan

* IEEE Computing in Cardiology (CinC) 2018 

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Can Deep Clinical Models Handle Real-World Domain Shifts?


Sep 20, 2018
Jayaraman J. Thiagarajan, Deepta Rajan, Prasanna Sattigeri


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A Generative Modeling Approach to Limited Channel ECG Classification


Jun 14, 2018
Deepta Rajan, Jayaraman J. Thiagarajan


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Attend and Diagnose: Clinical Time Series Analysis using Attention Models


Nov 19, 2017
Huan Song, Deepta Rajan, Jayaraman J. Thiagarajan, Andreas Spanias

* AAAI 2018 

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Kernel Sparse Models for Automated Tumor Segmentation


Mar 11, 2013
Jayaraman J. Thiagarajan, Karthikeyan Natesan Ramamurthy, Deepta Rajan, Anup Puri, David Frakes, Andreas Spanias


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