Research Output per year
Personal profile
Personal profile
Dr. Michael Ying Yang is currently Assistant Professor with University of Twente (the Netherlands), heading a group working on scene understanding.
He received the PhD degree (summa cum laude) from University of Bonn (Germany) in 2011. From 2008 to 2012, he worked as Researcher with the Department of Photogrammetry, University of Bonn. From 2012 to 2015, he was a Postdoctoral Researcher with the Institute for Information Processing, Leibniz University Hannover. From 2015 to 2016, he was a Senior Researcher at TU Dresden.
His research interests are in the fields of computer vision and photogrammetry with specialization on scene understanding and semantic interpretation from imagery. He published over 80 articles in international journals and conference proceedings and currently co-supervise 4 PhD students. He serves as Associate Editor of ASPRS Photogrammetric Engineering & Remote Sensing, co-chair of ISPRS working group II/5 Dynamic Scene Analysis, and recipient of the ISPRS President's Honorary Citation (2016) and Best Science Paper Award at BMVC 2016. He is guest editor of 4 journal special issues. Since 2016, he is a Senior Member of IEEE. He is regularly serving as program committee member of conferences and reviewer for international journals.
Teaching
Activities in education
Main educational responsibilities are teaching topics on image processing, 3D modeling and photogrammetry.
Research interests
Activities in research
His research is in the fields of Computer Vision and Photogrammetry with specialization on Deep Learning, Graphical Models, Scene Understanding, and Multi-Sensor Fusion.
Current supervision (co-promoter) of PhD students in ITC:
Zhenchao Zhang (funded by CSC)
Sophie Crommelinck (funded by EU H2020)
Ye Lv (funded by CSC)
Keywords
- QA75 Electronic computers. Computer science
- computer vision
- photogrammetry
- image processing
- Artificial intelligence
- machine learning
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Network
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Research Output
A deep learning-based surface defect inspection system using multi-scale and channel-compressed features
Yang, J., Fu, G., Zhu, W., Cao, Y., Cao, Y. & Yang, M. Y., 13 Apr 2020, In : IEEE transactions on instrumentation and measurement. p. 1-11 11 p.Research output: Contribution to journal › Article › Academic › peer-review
Image Captioning through Image Transformer
He, S., Liao, W., Tavakoli, H. R., Yang, M., Rosenhahn, B. & Pugeault, N., 29 Apr 2020, In : arXiv.org. p. 1-17 17 p.Research output: Contribution to journal › Article › Academic
File
Multi-channel residual network model for accurate estimation of spatially-varying and depth-dependent defocus kernels
Cao, Y., Ye, Z., He, Z., Yang, J., Cao, Y., Tisse, C. & Yang, M. Y., 15 Jan 2020, In : Optics express. 28, 2, p. 2263-2275 13 p.Research output: Contribution to journal › Article › Academic › peer-review
Open Access
File
Two-stream convolutional neural network for non-destructive subsurface defect detection via similarity comparison of lock-in thermography signals
Cao, Y., Dong, Y., Cao, Y., Yang, J. & Yang, M. Y., Jun 2020, In : NDT and E International. 112, p. 1-9 9 p., 102246.Research output: Contribution to journal › Article › Academic › peer-review
UAVid: A semantic segmentation dataset for UAV imagery
Lyu, Y., Vosselman, G., Xia, G. S., Yilmaz, A. & Yang, M. Y., Jul 2020, In : ISPRS journal of photogrammetry and remote sensing. 165, p. 108-119 12 p.Research output: Contribution to journal › Article › Academic › peer-review
Datasets
High resolution remote sensing imagery and derived agricultural field boundaries in Ethiopia.
Nelson, A. (Creator), DANS easy, 5 Sep 2019
DOI: 10.17026/dans-x9y-dwkk, https://easy.dans.knaw.nl/ui/datasets/id/easy-dataset:153471
Dataset
ITCVD Dataset
Yang, M. (Creator), DANS easy, 21 Jan 2020
DOI: 10.17026/dans-xnc-h2fu, https://www.persistent-identifier.nl/urn:nbn:nl:ui:13-32-gbho
Dataset
UAVid Dataset
Yang, M. (Creator), DANS easy, 19 May 2020
DOI: 10.17026/dans-x9f-w9sa, https://www.persistent-identifier.nl/urn:nbn:nl:ui:13-hz-g3xc
Dataset
Prizes
Activities
- 1 Editorial work
Elsevier (Publisher)
Michael Yang (Editor), Bodo Rosenhahn (Editor), Vittorio Murino (Editor)2 Aug 2019
Activity: Publication peer-review and editorial work › Editorial work