Computer Vision 2025 Project completed

Open-Vocabulary 6D Pose Estimation

Integrating GroundingDINO, SAM-HQ, DINOv3 and FoundationPose for CAD-based and non-CAD object pose estimation.

Open-Vocabulary 6D Pose Estimation hero image

Overview

This work connects open-vocabulary detection and segmentation with object pose estimation for robotic manipulation.

Approach

I integrated GroundingDINO, SAM-HQ, DINOv3 and FoundationPose to support CAD-based and non-CAD object workflows, with synthetic data and geometry-processing tools supporting experiments.

Results & Current Status

An integrated perception pipeline developed during my 2025 Midea Group research placement, supported by a separate Blender synthetic-data toolchain.