Search Results for author: Ganesh Tata

Found 3 papers, 2 papers with code

Document Image Cleaning using Budget-Aware Black-Box Approximation

1 code implementation22 Jun 2023 Ganesh Tata, Katyani Singh, Eric Van Oeveren, Nilanjan Ray

In this work, we propose two sample selection algorithms to train an OCR preprocessor with less than 10% of the original system's OCR engine queries, resulting in more than 60% reduction of the total training time without significant loss of accuracy.

Optical Character Recognition (OCR)

Can Calibration Improve Sample Prioritization?

no code implementations12 Oct 2022 Ganesh Tata, Gautham Krishna Gudur, Gopinath Chennupati, Mohammad Emtiyaz Khan

Calibration can reduce overconfident predictions of deep neural networks, but can calibration also accelerate training?

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