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20192026
most citedImplicit 3D Orientation Learning for 6D Object Detection from RGB Images

5 citations · 5 across the 6 of their papers we have counts for

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cs.RO2026

VGM-VS: Rethinking Visual Geometry Model for High-Precision Visual Servoing

Yimin Pan, Sen Wang, You Zhou +4

We present VGM-VS, a visual servoing method built on a pretrained feed-forward visual geometry model. Given the current view and a reference image captured at the target configurat…

cs.RO2026

From Flow to One Step: Real-Time Multi-Modal Trajectory Policies via Implicit Maximum Likelihood Estimation-based Distribution Distillation

Ju Dong, Liding Zhang, Lei Zhang +7

Generative policies based on diffusion and flow matching achieve strong performance in robotic manipulation by modeling multi-modal human demonstrations. However, their reliance on…

cs.RO2025

ResponsibleRobotBench: Benchmarking Responsible Robot Manipulation using Multi-modal Large Language Models

Lei Zhang, Ju Dong, Kaixin Bai +4

Recent advances in large multimodal models have enabled new opportunities in embodied AI, particularly in robotic manipulation. These models have shown strong potential in generali…

cs.RO2025

OmniDexVLG: Learning Dexterous Grasp Generation from Vision Language Model-Guided Grasp Semantics, Taxonomy and Functional Affordance

Lei Zhang, Diwen Zheng, Kaixin Bai +5

Dexterous grasp generation aims to produce grasp poses that align with task requirements and human interpretable grasp semantics. However, achieving semantically controllable dexte…

cs.RO2021

Introspective Robot Perception using Smoothed Predictions from Bayesian Neural Networks

Jianxiang Feng, Maximilian Durner, Zoltan-Csaba Marton +2

This work focuses on improving uncertainty estimation in the field of object classification from RGB images and demonstrates its benefits in two robotic applications. We employ a (…