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Mayank Patel

2 accepted papers

2026

DYNAMO: Dependency-Aware Deep Learning Framework for Articulated Assembly Motion Prediction

ICRA 2026poster

Understanding the motion of articulated mechanical assemblies from static geometry remains a core challenge in 3D perception and design automation. Prior work on everyday articulated objects such as doors and laptops typically assumes simplified kinematic structures or relies on joint annotations. H…

2026

Exploring Vision-Language Models for Open-Vocabulary Zero-Shot Action Segmentation

ICRA 2026poster

Temporal Action Segmentation (TAS) requires dividing videos into action segments, yet the vast space of activities and alternative breakdowns makes collecting comprehensive datasets infeasible. Existing methods remain limited to closed vocabularies and fixed label sets. In this work, we explore the …