Method: SRIB-STRIDE (Scene Text Recognition In Device) - Task 3 - Word Recognition - Focused Scene Text

method: SRIB-STRIDE (Scene Text Recognition In Device)2020-09-30

Authors: Rachit S Munjal, Arun D Prabhu, Sukumar Moharana, Nikhil Arora

Affiliation: Samsung R & D, Bangalore

Description: SRIB_STRIDE -Scene Text Recognition In Device is a very lightweight STR model designed for real-time on device usage, with selective-rotation, CNN with Global Squeeze-Excite Modules , Bi-LSTM with Projection and CTC Decoder.
Total Parameters: 0.85M supporting Latin diacritic characters as well.
Execution Time on S10 + :- 5ms ( dimension 16*128)

R. S. Munjal, A. D. Prabhu, N. Arora, S. Moharana and G. Ramena, "STRIDE: Scene Text Recognition In-Device," 2021 International Joint Conference on Neural Networks (IJCNN), 2021, pp. 1-8, doi: 10.1109/IJCNN52387.2021.9534319.