Deep learning

Joint learning of vessel segmentation and artery/vein classification with post-processing

Retinal imaging serves as a valuable tool for diagnosis of various diseases. However, reading retinal images is a difficult and time-consuming task even for experienced specialists. The fundamental step towards automated retinal image analysis is …

Deep compressive sensing for visual privacy protection in flatcam imaging

Detection followed by projection in conventional privacy cameras is vulnerable to software attacks that threaten to expose image sensor data. By multiplexing the incoming light with a coded mask, a FlatCam camera removes the spatial correlation and …

Summarization of user-generated sports video by using deep action recognition features

Automatically generating a summary of a sports video poses the challenge of detecting interesting moments, or highlights, of a game. Traditional sports video summarization methods leverage editing conventions of broadcast sports video that facilitate …

Graphical classification of DNA sequences of HLA alleles by deep learning

© 2018 The Author(s) Alleles of human leukocyte antigen (HLA)-A DNAs are classified and expressed graphically by using artificial intelligence “Deep Learning (Stacked autoencoder)”. Nucleotide sequence data corresponding to the length of 822 bp, …

Classification of C2C12 cells at differentiation by convolutional neural network of deep learning using phase contrast images

© 2017 The Author(s) In the field of regenerative medicine, tremendous numbers of cells are necessary for tissue/organ regeneration. Today automatic cell-culturing system has been developed. The next step is constructing a non-invasive method to …