A bit about my research
My research interest mainly lies in computer vision and image analysis using machine learning techniques. Specifically, I develop efficient algorithms for natural scene and biological image segmentation. Below is a selection of my publications, details of which can be found on Google Scholar.
- T. Liu, M. Zhang, M. Javanmardi, N. Ramesh, T. Tasdizen. SSHMT: Semi-supervised hierarchical merge tree for electron microscopy image segmentation. European Conference on Computer Vision (ECCV), 2016. [arXiv]
- T. Liu, M. Seyedhosseini, T. Tasdizen. Image segmentation using hierarchical merge tree. IEEE Transactions on Image Processing, 25, pp. 4596--4607, 2016. [arXiv]
- M. Javanmardi, M. Sajjadi, T. Liu, T. Tasdizen. Unsupervised total variational loss for semi-supervised learning of semantic segmentation. arXiv: 1605.01368, 2016. [arXiv]
- I. Arganda-Carreras, S.C. Turaga, D.R. Berger, D. Ciresan, A. Giusti, L.M. Gambardella, J. Schmidhuber, D. Laptev, S. Dwivedi, J.M. Buhmann, T. Liu, M. Seyedhosseini, T. Tasdizen, L. Kamentsky, R. Burget, V. Uher, X. Tan, C. Sun, T.D. Pham, E. Bas, M.G. Uzunbas, A. Cardona, J. Schindelin, H.S. Seung. Crowdsourcing the creation of image segmentation algorithms for connectomics. Frontiers in Neuroanatomy, 9:142, 2015. [Publisher]
- C. Jones, T. Liu, N.W. Cohan, M. Ellisman, T. Tasdizen. Efficient semi-automatic 3D segmentation for neuron tracing in electron microscopy images. Journal of Neuroscience Methods, 246, pp. 13--21, 2015. [Publisher]
- T. Liu, C. Jones, M. Seyedhosseini, T. Tasdizen. A modular approach to 3D electron microscopy image segmentation. Journal of Neuroscience Methods, 226, 88--102, 2014. [PDF]
- T. Tasdizen, M. Seyedhosseini, T. Liu, C. Jones, E. Jurrus. Image segmentation for connectomics using machine learning. Computational Intelligence in Biomedical Imaging, pp. 237--278, Springer New York, 2014. [Publisher]
- T. Liu, M. Seyedhosseini, M. Ellisman, T. Tasdizen. Watershed merge forest classification for electron microscopy image stack segmentation. International Conference on Image Processing (ICIP), 2013. [PDF]
- C. Jones, T. Liu, M. Ellisman, T. Tasdizen. Semi-automatic neuron segmentation in electron microscopy images via sparse labeling. International Symposium on Biomedical Imaging (ISBI), 2013. [PDF]
- T. Liu, E. Jurrus, M. Seyedhosseini, M. Ellisman, T. Tasdizen. Watershed merge tree classification for electron microscopy image segmentation. International Conference on Pattern Recognition (ICPR), 2012. [PDF]