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Suyog Dutt Jain

Suyog Jain 

Senior Machine Learning Scientist at PathAI

I graduated with a PhD in Computer Science from University of Texas at Austin in March 2017. I was advised by Dr. Kristen Grauman. Currently I am working at PathAI where we are solving exciting problems at the intersection of machine learning and pathology. My research interests include image and video segmentation, human-computer interaction and crowdsourcing.

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Contact

suyogjain@utexas.edu

Publications

  • Suyog Jain, Kristen Grauman, “Click Carving: Interactive Object Segmentation in Images and Videos with Point Clicks”, International Journal of Computer Vision (IJCV), May 2019. paper

  • Danna Gurari, Yinan Zhao, Suyog Jain, Margrit Betke, Kristen Grauman, “Predicting How to Distribute Work Between Algorithms and Humans to Segment an Image Batch”, International Journal of Computer Vision (IJCV), Mar 2019. paper

  • Bo Xiong, Suyog Jain, Kristen Grauman, “Pixel Objectness: Learning to Segment Generic Objects Automatically in Images and Videos”, Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2018. paper

  • Danna Gurari, Kun He, Bo Xiong, Jianming Zhang, Mehrnoosh Sameki, Suyog Jain, Stan Sclaroff, Margrit Betke, Kristen Grauman, “Predicting Foreground Object Ambiguity and Efficiently Crowdsourcing the Segmentation(s)”, International Journal of Computer Vision (IJCV), 2018. paper

  • Abigale Stangl, Esha Kothari, Suyog Jain, Tom Yeh, Kristen Grauman, Danna Gurari, “BrowseWithMe: An Online Clothes Shopping Assistant for People with Visual Impairments”, In Proceedings of The 20th International ACM SIGACCESS Conference on Computers and Accessibility (ASSETS), Galway, Ireland, Oct 2018. paper

  • Suyog Jain, Bo Xiong, Kristen Grauman, “FusionSeg: Learning to combine motion and appearance for fully automatic segmention of generic objects in videos”, Computer Vision and Pattern Recognition (CVPR), 2017. paper website davis_benchmark

  • Suyog Jain, Bo Xiong, Kristen Grauman, “Pixel Objectness”, arXiv 2017. paper website

  • Suyog Jain, Kristen Grauman, “Click Carving: Segmenting Objects in Video with Point Clicks”, Fourth AAAI Conference on Human Computation and Crowdsourcing (HCOMP), 2016. paper website

  • Suyog Jain, Kristen Grauman, “Active Image Segmentation Propagation”, Computer Vision and Pattern Recognition (CVPR), 2016. paper website

  • Danna Gurari, Suyog Jain, Margrit Betke, Kristen Grauman, “Pull the Plug? Predicting If Computers or Humans Should Segment Images”, Computer Vision and Pattern Recognition (CVPR), 2016. paper website

  • Which Image Pairs Will Cosegment Well? Predicting Partners for Cosegmentation. S. Jain and K. Grauman. In Proceedings of the Asian Conference on Computer Vision (ACCV), Singapore, Nov 2014. paper poster

  • Supervoxel-Consistent Foreground Propagation in Video. S. Jain and K. Grauman. In Proceedings of the European Conference on Computer Vision (ECCV), Zurich, Switzerland, Sept 2014. paper website poster spotlight

  • Suyog Jain, Kristen Grauman, “Predicting Sufficient Annotation Strength for Interactive Foreground Segmentation”, International Conference of Computer Vision (ICCV), 2013. paper supp website

  • Suyog Jain, Changbo Hu and J. K. Aggarwal, “Facial Expression Recognition with Temporal Modeling of Shapes”, The 1st IEEE Workshop on Dynamic Shape Capture and Analysis (4DMOD) in conjunction with IEEE ICCV 2011, Barcelona, Spain, November 2011.paper video

  • Weijia Xu, Maria Esteva, Suyog D Jain, and Varun Jain, “Interactive visualization for curatorial analysis of large digital collection” Information Visualization, published on January 21, 2013 doi:10.1177/1473871612473590 link

  • Xu, Weijia, Maria Esteva, Jain Suyog, Jain Varun, “Analysis of large digital collections with interactive visualization”. In Proceedings of 2011 IEEE Conference on Visual Analytics Science and Technology, VAST 2011, Providence, Rhode Island, USA, October 23-28, 2011, Pg: 241-250 paper

  • Esteva, M., Jain, Suyog, Xu, W., Lee, J L, Martin, W K, “Assessing the preservation condition of large and heterogeneous electronic records collections with visualization”. In International Journal of Digital Curation 6(1):45-57 Feb. 2011

  • Xu, W., Esteva, M., and Jain, S. D. 2010, “Visualizing personal digital collections” In Proceedings of the 10th Annual Joint Conference on Digital Libraries ( Queensland, Australia, June 21 - 25, 2010). JCDL ’10. ACM, New York, 169-172.