TY - GEN
T1 - A Study of Small Corpus-based NMT for Image-based Text Recognition
AU - Im, Sio Kei
AU - Chan, Ka Hou
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - This paper presents an applied study that aims to build a Chinese and foreign language translation system for real-time applications, using image recognition and Neural Machine Translation (NMT) techniques. The image and text recognition engine development focus on possible technologies for recognition tasks of commonly used text items (Chinese, Portuguese, English) in Macau. The paper gives an overview of Artificial Intelligence (AI), Big Data Mining, and other cutting-edge technologies. The paper also develops an NMT for a limited corpus, with short training times for some translation models. It also explores deep learning problems, such as unsupervised learning, black-box models, and online learning, and shows how these challenges translate into fruitful avenues for future research.
AB - This paper presents an applied study that aims to build a Chinese and foreign language translation system for real-time applications, using image recognition and Neural Machine Translation (NMT) techniques. The image and text recognition engine development focus on possible technologies for recognition tasks of commonly used text items (Chinese, Portuguese, English) in Macau. The paper gives an overview of Artificial Intelligence (AI), Big Data Mining, and other cutting-edge technologies. The paper also develops an NMT for a limited corpus, with short training times for some translation models. It also explores deep learning problems, such as unsupervised learning, black-box models, and online learning, and shows how these challenges translate into fruitful avenues for future research.
KW - NMT
KW - STN
KW - Small Corpus
KW - Text Recognition
UR - http://www.scopus.com/inward/record.url?scp=85159763230&partnerID=8YFLogxK
U2 - 10.1109/ICACCS57279.2023.10112894
DO - 10.1109/ICACCS57279.2023.10112894
M3 - Conference contribution
AN - SCOPUS:85159763230
T3 - 2023 9th International Conference on Advanced Computing and Communication Systems, ICACCS 2023
SP - 1497
EP - 1501
BT - 2023 9th International Conference on Advanced Computing and Communication Systems, ICACCS 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 9th International Conference on Advanced Computing and Communication Systems, ICACCS 2023
Y2 - 17 March 2023 through 18 March 2023
ER -