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12/01/2022
Embracing Annotation Efficient Learning (AEL) for Digital Pathology and Natural Images
Jitendra Malik once said, "Supervision is the opium of the AI researcher...
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04/29/2022
Understanding the impact of image and input resolution on deep digital pathology patch classifiers
We consider annotation efficient learning in Digital Pathology (DP), whe...
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01/07/2022
Learning with less labels in Digital Pathology via Scribble Supervision from natural images
A critical challenge of training deep learning models in the Digital Pat...
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03/31/2021
The GIST and RIST of Iterative Self-Training for Semi-Supervised Segmentation
We consider the task of semi-supervised semantic segmentation, where we ...
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04/02/2020
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis
We consider the problem of distance metric learning (DML), where the tas...
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11/27/2019