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Back to productsPre-trained Vision Model

FoundationPose

NVIDIA

Community
Back to productsPre-trained Vision Model

FoundationPose

NVIDIA

Community

NVIDIA's unified 6D object pose estimation and tracking model — model-based (CAD) or model-free (reference images), no fine-tuning for novel objects. #1 on the BOP leaderboard at release. Research use only.

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Updated38d ago

Tags

foundation-modelpose-estimation6dofcomputer-vision

NVIDIA's unified 6D object pose estimation and tracking model — model-based (CAD) or model-free (reference images), no fine-tuning for novel objects. #1 on the BOP leaderboard at release. Research use only.

licenseResearch / Non-commercialframeworkPyTorchtaskpose estimation
$git clone https://github.com/NVlabs/FoundationPose.git

NVIDIA's unified 6D object pose estimation and tracking model — model-based (CAD) or model-free (reference images), no fine-tuning for novel objects. #1 on the BOP leaderboard at release. Research use only.

Save it, compare it, request a quote or record that you have used it — with an account.

Sign in to save or compare
Updated38d ago

Tags

foundation-modelpose-estimation6dofcomputer-vision

Overview

FoundationPose (CVPR 2024 Highlight) is a unified foundation model for 6D object pose estimation and tracking that works both model-based (with a CAD model) and model-free (from a few reference images via neural implicit novel-view synthesis). Trained on large-scale synthetic data with LLM-aided generation and contrastive learning, it generalises to novel objects with no test-time fine-tuning and ranked #1 on the BOP leaderboard for model-based novel-object pose estimation at release (Mar 2024). ROS integration is available through NVIDIA Isaac ROS Pose Estimation.

foundation-modelpose-estimation6dofcomputer-vision

Key features

  • One model for pose estimation AND tracking
  • Model-based (CAD) or model-free (reference images)
  • No fine-tuning needed for novel objects
  • #1 on BOP leaderboard at release (Mar 2024)
  • Isaac ROS integration

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At a glance

Task
pose estimation
Architecture
Transformer with contrastive learning + neural implicit representation (unified model-based/model-free)
Framework
PyTorch

Manufacturer

N
NVIDIA

Founded 1993

Accelerated computing and AI

View organisation →

At a glance

Task
pose estimation
Architecture
Transformer with contrastive learning + neural implicit representation (unified model-based/model-free)
Framework
PyTorch

Manufacturer

N
NVIDIA

Founded 1993

Accelerated computing and AI

View organisation →