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Samuel Li

5 accepted papers

2026

LA-Pose: Latent Action Pretraining Meets Pose Estimation

CVPR 2026

This paper revisits camera pose estimation through the lens of self-supervised pretraining, focusing on inverse-dynamics pretraining as a scalable alternative to the current trend of fully supervised training with 3D annotations. Concretely, we employ inverse- and forward-dynamics models to learn la

Cited by 0SourceScholar
2025

Rig3R: Rig-Aware Conditioning and Discovery for 3D Reconstruction

NeurIPS 2025spotlight

Estimating agent pose and 3D scene structure from multi-camera rigs is a central task in embodied AI applications such as autonomous driving. Recent learned approaches such as DUSt3R have shown impressive performance in multiview settings. However, these models treat images as unstructured collectio…

Cited by 0SourceScholar
2024

Let Me Help You! Neuro-Symbolic Short-Context Action Anticipation

RA-L 2024

In an era where robots become available to the general public, the applicability of assistive robotics extends across numerous aspects of daily life, including in-home robotics. This work presents a novel approach for such systems, leveraging long-horizon action anticipation from short-observation c

Cited by 5SourceScholar
2024

ShapeGrasp: Zero-Shot Task-Oriented Grasping with Large Language Models through Geometric Decomposition

IROS 2024poster

Task-oriented grasping of unfamiliar objects is a necessary skill for robots in dynamic in-home environments. Inspired by the human capability to grasp such objects through intuition about their shape and structure, we present a novel zero-shot task-oriented grasping method leveraging a geometric de…

Cited by 10SourcecodeScholar
2023

YouTubePD: A Multimodal Benchmark for Parkinson’s Disease Analysis

NeurIPS 2023poster

The healthcare and AI communities have witnessed a growing interest in the development of AI-assisted systems for automated diagnosis of Parkinson's Disease (PD), one of the most prevalent neurodegenerative disorders. However, the progress in this area has been significantly impeded by the absence o…

Cited by 3SourcePDFScholar