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Depthpro Mixin

Developed by apple
A zero-shot monocular ranging depth estimation foundation model capable of synthesizing high-resolution depth maps with unparalleled sharpness and high-frequency details
Downloads 17
Release Time : 10/5/2024

Model Overview

Depth Pro is a high-performance monocular depth estimation model that quickly generates metric depth maps with absolute scale, without relying on metadata such as camera intrinsics.

Model Features

Sub-second inference speed
Generates a 2.25-million-pixel depth map in just 0.3 seconds on a standard GPU
High-precision boundary tracking
Training scheme combining real and synthetic data maintains fine boundary tracking capability
No camera parameters required
Predictions are metric values with absolute scale, independent of metadata like camera intrinsics
Focal length estimation capability
Incorporates cutting-edge technology for focal length estimation from a single image

Model Capabilities

Monocular depth estimation
Metric depth prediction
High-frequency detail preservation
Fast inference

Use Cases

Computer vision
3D scene reconstruction
Reconstruct 3D scenes from a single image
Generates precise depth maps with absolute scale
Augmented reality
Provides real-time depth information for AR applications
Enables accurate interaction between virtual objects and real scenes
Robotics
Autonomous navigation
Provides environmental depth perception for robots
Supports obstacle avoidance and path planning
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