Encoder-Decoder CNN Models for Automatic Tracking of Tongue Contours in Real-time Ultrasound Data.

[1]  Chandra Kambhamettu,et al.  Automatic extraction and tracking of the tongue contours , 1999, IEEE Transactions on Medical Imaging.

[2]  R. Roeder,et al.  Eukaryotic gene transcription with purified components. , 1983, Methods in enzymology.

[3]  Chuan Zhou,et al.  Deep Learning in Medical Image Analysis. , 2017, Advances in experimental medicine and biology.

[4]  Rob Fergus,et al.  Visualizing and Understanding Convolutional Networks , 2013, ECCV.

[5]  J. Scobbie,et al.  Tongue Shape Dynamics in Swallowing Using Sagittal Ultrasound , 2018, Dysphagia.

[6]  Diana Archangeli,et al.  AutoTrace: An automatic system for tracing tongue contours , 2014 .

[7]  Jian Zhu,et al.  Automatic tongue contour extraction in ultrasound images with convolutional neural networks , 2018 .

[8]  Thomas Hueber,et al.  Tongue tracking in ultrasound images using eigentongue decomposition and artificial neural networks , 2015, INTERSPEECH.

[9]  Iasonas Kokkinos,et al.  Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs , 2014, ICLR.

[10]  C. Kambhamettu,et al.  Automatic contour tracking in ultrasound images , 2005, Clinical linguistics & phonetics.

[11]  Alan Wrench,et al.  UltraSuite: A Repository of Ultrasound and Acoustic Data from Child Speech Therapy Sessions , 2018, INTERSPEECH.

[12]  Yuan Yu,et al.  TensorFlow: A system for large-scale machine learning , 2016, OSDI.

[13]  A. Graphodatsky,et al.  Karyotypic relationships of the Tatra vole (Microtus tatricus) , 2004 .

[14]  Zhi-Hua Zhou,et al.  Exploratory Under-Sampling for Class-Imbalance Learning , 2006, ICDM.

[15]  Ian R. Fasel,et al.  Dynamics of tongue gestures extracted automatically from ultrasound , 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[16]  Lisa Tang,et al.  Tongue Contour Tracking in Dynamic Ultrasound via Higher-order Mrfs and Ecient Fusion Moves , 2012 .

[17]  Thomas Brox,et al.  U-Net: Convolutional Networks for Biomedical Image Segmentation , 2015, MICCAI.

[18]  Bryan Gick,et al.  11. Ultrasound imaging applications in second language acquisition , 2008 .

[19]  M. Stone.  A guide to analysing tongue motion from ultrasound images , 2005, Clinical linguistics & phonetics.

[20]  Yi Yang,et al.  Health and economic burden of obesity in elderly individuals with asthma in the United States. , 2014, Population health management.

[21]  Yoshua Bengio,et al.  A Neural Probabilistic Language Model , 2003, J. Mach. Learn. Res..

[22]  Lucie Ménard,et al.  Interactive segmentation of tongue contours in ultrasound video sequences using quality maps , 2014, Medical Imaging.

[23]  Vladlen Koltun,et al.  Multi-Scale Context Aggregation by Dilated Convolutions , 2015, ICLR.

[24]  Won-Sook Lee,et al.  Domain adaptation for ultrasound tongue contour extraction using transfer learning: A deep learning approach. , 2019, The Journal of the Acoustical Society of America.

[25]  J. M. Gilbert,et al.  Silent speech interfaces , 2010, Speech Commun..

[26]  George Papandreou,et al.  Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation , 2018, ECCV.

[27]  Pierre Roussel-Ragot,et al.  Development of a 3D tongue motion visualization platform based on ultrasound image sequences , 2015, ICPhS.

[28]  Maureen Stone,et al.  Robust contour tracking in ultrasound tongue image sequences , 2016, Clinical linguistics & phonetics.

[29]  Won-Sook Lee,et al.  Atrous Convolution with Transfer Learning for Skin Lesions Classification , 2019, bioRxiv.

[30]  S. Feng,et al.  Analysis of 6 cases of drug-induced pemphigus. , 2011, European journal of dermatology : EJD.

[31]  James M Scobbie,et al.  Seeing Speech: an articulatory web resource for the study of phonetics , 2015 .

[32]  Geoffrey E. Hinton,et al.  ImageNet classification with deep convolutional neural networks , 2012, Commun. ACM.

[33]  Roberto Cipolla,et al.  SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation , 2015, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[34]  Andreas Holzinger,et al.  Augmentor: An Image Augmentation Library for Machine Learning , 2017, J. Open Source Softw..

[35]  Lucie Ménard,et al.  Multi‐hypothesis tracking of the tongue surface in ultrasound video recordings of normal and impaired speech , 2018, Medical Image Anal..

[36]  Iasonas Kokkinos,et al.  DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs , 2016, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[37]  Keisuke Nemoto,et al.  Effective Use of Dilated Convolutions for Segmenting Small Object Instances in Remote Sensing Imagery , 2017, 2018 IEEE Winter Conference on Applications of Computer Vision (WACV).

[38]  Vincent Dumoulin,et al.  Deconvolution and Checkerboard Artifacts , 2016 .

[39]  Dumitru Erhan,et al.  Going deeper with convolutions , 2014, 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[40]  Kele Xu,et al.  A comparative study on the contour tracking algorithms in ultrasound tongue images with automatic re-initialization. , 2016, The Journal of the Acoustical Society of America.