TY - GEN
T1 - Protein image classification based on convolutional neural network and recurrent neural network
AU - Qu, Yuanying
AU - Song, Haowei
AU - Liang, Hai Ning
AU - Ma, Jieming
AU - Wang, Wei
N1 - Publisher Copyright:
© 2019 Association for Computing Machinery.
PY - 2019/12/6
Y1 - 2019/12/6
N2 - Proteins are an essential component in the cell where the functions are executed to enable life. At present, the manual evaluation and classification of protein images is not practical given the current situation for generated images on a large scale. Hence, the requirement of automating protein image classification can be quite useful. Until now, classical machine learning and convolutional neural network algorithms have achieved results in image classification without the desired level of accuracy. Under the circumstances, the research aims to propose an accurate classified model for protein image classification by combining a convolutional neural network with a recurrent neural network.
AB - Proteins are an essential component in the cell where the functions are executed to enable life. At present, the manual evaluation and classification of protein images is not practical given the current situation for generated images on a large scale. Hence, the requirement of automating protein image classification can be quite useful. Until now, classical machine learning and convolutional neural network algorithms have achieved results in image classification without the desired level of accuracy. Under the circumstances, the research aims to propose an accurate classified model for protein image classification by combining a convolutional neural network with a recurrent neural network.
KW - Convolutional neural network (CNN)
KW - Image classification
KW - Image processing
KW - Recurrent neural network (RNN)
UR - http://www.scopus.com/inward/record.url?scp=85081984750&partnerID=8YFLogxK
U2 - 10.1145/3374587.3374617
DO - 10.1145/3374587.3374617
M3 - Conference Proceeding
AN - SCOPUS:85081984750
T3 - ACM International Conference Proceeding Series
SP - 186
EP - 190
BT - Proceedings of 2019 3rd International Conference on Computer Science and Artificial Intelligence, CSAI 2019 - Workshop - The 11th International Conference on Information and Multimedia Technology, ICIMT 2019
PB - Association for Computing Machinery
T2 - 3rd International Conference on Computer Science and Artificial Intelligence, CSAI 2019 and its Workshop - The 11th International Conference on Information and Multimedia Technology, ICIMT 2019
Y2 - 6 December 2019 through 8 December 2019
ER -