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cs.CV2026
Why Convolution Still Matters: Evaluating Inductive Biases in Cryospheric Image Classification
Chhaya Kulkarni, Emam Hossain
Recent advances in attention-based deep learning have motivated their adoption for remote sensing image classification; however, their benefits for cryospheric imagery, where surfa…
cs.CV2026
Evaluating Zone-Guided Front Extraction for Glacier Calving-Front Delineation in SAR Imagery
Chhaya Kulkarni, Emam Hossain
Automatic calving-front delineation from synthetic aperture radar imagery is challenging because the front is a thin and often ambiguous boundary between glacier ice, ocean, and su…
cs.LG2026
Supraglacial Lake Fate Is Knowable Long Before the Season Ends
Emam Hossain, Md Osman Gani
A supraglacial lake on the Greenland Ice Sheet ends its melt season in one of four ways: it drains rapidly through a hydrofracture, drains slowly across the surface, refreezes in p…