156 citations · 156 across the 3 of their papers we have counts for
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cs.CV2020
Few-shot Image Recognition with Manifolds
Debasmit Das, J. H. Moon, C. S. George Lee
In this paper, we extend the traditional few-shot learning (FSL) problem to the situation when the source-domain data is not accessible but only high-level information in the form…
cs.CV2019
Zero-shot Image Recognition Using Relational Matching, Adaptation and Calibration
Debasmit Das, C. S. George Lee
Zero-shot learning (ZSL) for image classification focuses on recognizing novel categories that have no labeled data available for training. The learning is generally carried out wi…
cs.CV2018
Unsupervised Domain Adaptation using Regularized Hyper-graph Matching
Debasmit Das, C. S. George Lee
Domain adaptation (DA) addresses the real-world image classification problem of discrepancy between training (source) and testing (target) data distributions. We propose an unsuper…