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Mingxu Zhang

3 accepted papers

2025

Object-Centric Prompt-Driven Vision-Language-Action Model for Robotic Manipulation

CVPR 2025poster

In robotic manipulation, task goals can be conveyed through various modalities, such as language, goal images, and goal videos. However, natural language can be ambiguous, while images or videos may offer overly detailed specifications. To address these challenges, we propose a novel approach using…

Cited by 0SourcePDFScholar
2025

SR3D: Unleashing Single-view 3D Reconstruction for Transparent and Specular Object Grasping

IROS 2025

Recent advancements in 3D robotic manipulation have improved grasping of everyday objects, but transparent and specular materials remain challenging due to depth sensing limitations. While several 3D reconstruction and depth completion approaches address these challenges, they suffer from setup comp

Cited by 0SourceScholar
2024

ManipLLM: Embodied Multimodal Large Language Model for Object-Centric Robotic Manipulation

CVPR 2024poster

Robot manipulation relies on accurately predicting contact points and end-effector directions to ensure successful operation. However learning-based robot manipulation trained on a limited category within a simulator often struggles to achieve generalizability especially when confronted with extensi…

Cited by 54SourcePDFScholar