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Mapping smallholder cashew plantations to inform sustainable tree crop expansion in Benin


Jan 01, 2023
Leikun Yin, Rahul Ghosh, Chenxi Lin, David Hale, Christoph Weigl, James Obarowski, Junxiong Zhou, Jessica Till, Xiaowei Jia, Troy Mao, Vipin Kumar, Zhenong Jin

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Mini-Batch Learning Strategies for modeling long term temporal dependencies: A study in environmental applications


Oct 15, 2022
Shaoming Xu, Ankush Khandelwal, Xiang Li, Xiaowei Jia, Licheng Liu, Jared Willard, Rahul Ghosh, Kelly Cutler, Michael Steinbach, Christopher Duffy, John Nieber, Vipin Kumar

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* submitted to SIAM International Conference on Data Mining (SDM23) 

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Spatiotemporal Classification with limited labels using Constrained Clustering for large datasets


Oct 14, 2022
Praveen Ravirathinam, Rahul Ghosh, Ke Wang, Keyang Xuan, Ankush Khandelwal, Hilary Dugan, Paul Hanson, Vipin Kumar

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* 9 pages 

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Probabilistic Inverse Modeling: An Application in Hydrology


Oct 12, 2022
Somya Sharma, Rahul Ghosh, Arvind Renganathan, Xiang Li, Snigdhansu Chatterjee, John Nieber, Christopher Duffy, Vipin Kumar

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Knowledge-guided Self-supervised Learning for estimating River-Basin Characteristics


Sep 14, 2021
Rahul Ghosh, Arvind Renganathan, Ankush Khandelwal, Xiaowei Jia, Xiang Li, John Neiber, Chris Duffy, Vipin Kumar

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* Submitted to Science-Guided AI, SGAI-AAAI-21 

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Weakly Supervised Classification Using Group-Level Labels


Aug 16, 2021
Guruprasad Nayak, Rahul Ghosh, Xiaowei Jia, Vipin Kumar

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* Presented at the DeMaL workshop, KDD'21 

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Clustering augmented Self-Supervised Learning: Anapplication to Land Cover Mapping


Aug 16, 2021
Rahul Ghosh, Xiaowei Jia, Chenxi Lin, Zhenong Jin, Vipin Kumar

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* 9 Pages, 7 figures, presented at the DeepSpatial workshop at KDD'21 

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CalCROP21: A Georeferenced multi-spectral dataset of Satellite Imagery and Crop Labels


Jul 26, 2021
Rahul Ghosh, Praveen Ravirathinam, Xiaowei Jia, Ankush Khandelwal, David Mulla, Vipin Kumar

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* 13 pages; 11 figures 

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Attention-augmented Spatio-Temporal Segmentation for Land Cover Mapping


May 02, 2021
Rahul Ghosh, Praveen Ravirathinam, Xiaowei Jia, Chenxi Lin, Zhenong Jin, Vipin Kumar

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* 7 pages 

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Land Cover Mapping in Limited Labels Scenario: A Survey


Mar 03, 2021
Rahul Ghosh, Xiaowei Jia, Vipin Kumar

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* 8 pages, 1 figure. Submitted to IJCAI 2021: Survey Track 

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