الباحثون

Omprakash Chakraborty

المنشورات 2

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Image Classifiers are Efficient Self-Supervised Video Representation Learners

Owais Iqbal, Sudipta Sarkar, Shyam Marjit وآخرون · 2026

We introduce VideoMSN, a Masked Siamese Network framework for efficient self-supervised spatio-temporal representation learning in videos. Instead of relying on heavy 3D architectures or reconstruction-based autoencoders for learning with unlabeled data, we repurpose standard image Vision Transformers by representing v …

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Test-Time Generalized Category Discovery

Test-Time Adaptation (TTA) and Generalized Category Discovery (GCD) are traditionally treated as disjoint problems: the former adapts models to domain shift assuming all test classes are known, while the latter discovers novel categories assuming labeled training data for known classes. However, real-world deployment r …

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