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Lakshay Sharma

5 accepted papers

2024

Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification

CVPR 2024poster

Vision-Language Models (VLMs) such as CLIP are trained on large amounts of image-text pairs resulting in remarkable generalization across several data distributions. However in several cases their expensive training and data collection/curation costs do not justify the end application. This motivate…

2024

Look Before You Leap: Socially Acceptable High-Speed Ground Robot Navigation in Crowded Hallways

IROS 2024poster

To operate safely and efficiently, autonomous warehouse/delivery robots must be able to accomplish tasks while navigating in dynamic environments and handling the large uncertainties associated with the motions/behaviors of other robots and/or humans. A key scenario in such environments is the hallw…

Cited by 1SourceScholar
2023

Probabilistic Traversability Model for Risk-Aware Motion Planning in Off-Road Environments

IROS 2023poster

A key challenge in off-road navigation is that even visually similar terrains or ones from the same semantic class may have substantially different traction properties. Existing work typically assumes no wheel slip or uses the expected traction for motion planning, where the predicted trajectories p…

Cited by 39SourcecodeScholar
2023

RAMP: A Risk-Aware Mapping and Planning Pipeline for Fast Off-Road Ground Robot Navigation

ICRA 2023poster

A key challenge in fast ground robot navigation in 3D terrain is balancing robot speed and safety. Recent work has shown that 2.5D maps (2D representations with additional 3D information) are ideal for real-time safe and fast planning. However, the prevalent approach of generating 2D occupancy grids…

Cited by 15SourceScholar
2019

An assistive low-vision platform that augments spatial cognition through proprioceptive guidance: Point-to-Tell-and-Touch

IROS 2019poster

Spatial cognition, as gained through the sense of vision, is one of the most important capabilities of human beings. However, for the visually impaired (VI), lack of this perceptual capability poses great challenges in their life. Therefore, we have designed Point-to-Tell-and-Touch, a wearable syste…

Cited by 8SourceScholar