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VGGT : Unlock Next-Gen 3D Reconstruction

VGGT empowers developers and researchers with a single forward pass to predict camera poses, depth maps, point clouds, and more—no external bundle adjustment required.

Input Requirements Guide

Learn how to prepare your data for optimal 3D reconstruction results with VGGT

Key Input Elements

Multi-View Images

Provide synchronized images from different viewpoints of the same scene

Example: 5-20 images capturing the object or scene from various angles with sufficient overlap

Camera Intrinsics

Approximate camera intrinsic parameters (focal length, principal point)

Example: fx: 500, fy: 500, cx: 320, cy: 240 for a 640x480 image

Image Quality

Use clear, well-lit images with minimal motion blur

Example: Resolution: 640x480 or higher, good lighting conditions, stable camera positions

Pro Tips for Best Results

Optimal View Coverage

Capture images with 60-70% overlap between adjacent views for better feature matching and reconstruction accuracy

Lighting Consistency

Maintain consistent lighting across all views to improve geometric feature detection and reduce artifacts

Scene Complexity

Start with objects or scenes that have distinct textures and features. Avoid reflective or transparent surfaces for initial testing

Basic vs Enhanced Input

Basic Input

"5 images, random angles, mixed lighting, auto camera settings"

Enhanced Input

"12+ images, systematic angle coverage, uniform lighting, calibrated camera intrinsics"

How to Use VGGT

Follow these simple steps to reconstruct 3D models from your multi-view images using VGGT

1

Prepare Your Images

Upload 5-20 synchronized images of your scene or object from different viewpoints. Ensure good overlap between adjacent views.

2

Set Camera Parameters

Provide approximate camera intrinsic parameters. If unknown, you can use default values or let the system estimate them.

3

Select Model Size

Choose between Base (faster, 8GB GPU), Large (higher quality, 16GB+ GPU), or XLarge (best quality, 32GB GPU) based on your needs.

4

Run Reconstruction

Click 'Generate 3D Model' and wait for VGGT to process your images. Processing time varies from 30 seconds to 5 minutes depending on model size.

5

Download Results

Download your reconstructed point cloud (PLY format), depth maps (PNG), camera poses (JSON), and preview the 3D model in the interactive viewer.

VGGT processes your images end-to-end without requiring manual camera calibration or bundle adjustment, making 3D reconstruction accessible to everyone.

FAQ

Frequently Asked Questions

Common questions about using VGGT for 3D reconstruction

Start Creating 3D Models with VGGT

Transform your multi-view images into high-quality 3D reconstructions in minutes

No coding required. Simply upload your images and let VGGT handle the rest.