On-device Real-time Hand Gesture Recognition

no code implementations • 29 Oct 2021 • George Sung, Kanstantsin Sokal, Esha Uboweja, Valentin Bazarevsky, Jonathan Baccash, Eduard Gabriel Bazavan, Chuo-Ling Chang, Matthias Grundmann

We present an on-device real-time hand gesture recognition (HGR) system, which detects a set of predefined static gestures from a single RGB camera.

Hand Gesture Recognition Hand-Gesture Recognition

Non-discriminative data or weak model? On the relative importance of data and model resolution

no code implementations • 7 Sep 2019 • Mark Sandler, Jonathan Baccash, Andrey Zhmoginov, Andrew Howard

We explore the question of how the resolution of the input image ("input resolution") affects the performance of a neural network when compared to the resolution of the hidden layers ("internal resolution").

A Scalable Handwritten Text Recognition System

no code implementations • 19 Apr 2019 • R. Reeve Ingle, Yasuhisa Fujii, Thomas Deselaers, Jonathan Baccash, Ashok C. Popat

These constitute a solution to bring HTR capability into a large scale OCR system.

Handwriting Recognition Handwritten Text Recognition +1

Sequence-to-Label Script Identification for Multilingual OCR

no code implementations • 15 Aug 2017 • Yasuhisa Fujii, Karel Driesen, Jonathan Baccash, Ash Hurst, Ashok C. Popat

Therefore we reframe line script identification as a sequence-to-label problem and solve it using two components, trained end-toend: Encoder and Summarizer.

Optical Character Recognition (OCR)