Journal
Ghosh Soumya, Stepinski Tomasz,Vilalta Ricardo.Automatic Annotation of Planetary Surfaces with Geomorphic Labels. IEEE Transactions on Geoscience and Remote Sensing. In Press.
Stepinski Tomasz,Vilalta Ricardo,Ghosh Soumya. Machine Learning Tools for Automatic Mapping of Martian Landforms. IEEE Intelligent Systems, Volume 22,Number 6, Nov/Dec 2007.[preprint]
Conference
Steven Bethard,Ghosh Soumya,James Martin,Tamara Sumner. Topic Model Methods for Automatically Identifying Out-Of-Scope Resources.
Ghosh Soumya,Soundar Srinivasan,Burton Andrews. Using Weak Supervision in Learning Gaussian Mixture Models .
Stepinski Tomasz,Ghosh Soumya,Vilalta Ricardo. Machine Learning for Automated Mapping of Planetary Surfaces.19th Conference on Innovative Applications of Artificial Intelligence (AAAI/IAAI-2007).[pdf][ppt]
Ghosh Soumya,Stepinski Tomasz,Vilalta Ricardo. Automatic Mapping of Martian Landforms Using Segmentation-Based Classification.38th Lunar and Planetary Science Conference (LPSC-2007).[pdf]
Stepinski Tomasz,Ghosh Soumya,Vilalta Ricardo. Automatic Recognition of Landforms on Mars Using Terrain Segmentation and Classification.
Submitted
Technical Reports
Ghosh Soumya, Pffeifer Joseph, Mulligan Jane.A Non Negative Matrix Factorization based framework for combining multiple image segmentations.CU CSCI Technical Report' 2008.[pdf]
Ghosh Soumya.Frequency of Execution Metrics for GBT Observations.NRAO Technical Report' 2005.[pdf]