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Chirag Mohapatra

2 accepted papers

2023

DeGPR: Deep Guided Posterior Regularization for Multi-Class Cell Detection and Counting

CVPR 2023poster

Multi-class cell detection and counting is an essential task for many pathological diagnoses. Manual counting is tedious and often leads to inter-observer variations among pathologists. While there exist multiple, general-purpose, deep learning-based object detection and counting methods, they may n…

2023

ForecastPFN: Synthetically-Trained Zero-Shot Forecasting

NeurIPS 2023poster

The vast majority of time-series forecasting approaches require a substantial training dataset. However, many real-life forecasting applications have very little initial observations, sometimes just 40 or fewer. Thus, the applicability of most forecasting methods is restricted in data-sparse commerc…