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Sapiens Seg 1b

Developed by facebook
Sapiens is a Vision Transformer model pre-trained on 300 million human images, specializing in human-centric segmentation tasks and supporting 1K high-resolution inference.
Downloads 146
Release Time : 9/10/2024

Model Overview

Seg-Sapiens-1B is a Vision Transformer model designed for human image segmentation, capable of precise segmentation of 28 body parts while maintaining excellent generalization even with scarce labeled data or synthetic data.

Model Features

High-Resolution Support
Natively supports 1024×1024 resolution input, ideal for high-precision segmentation tasks.
Data Efficiency
Maintains strong generalization on real data even with scarce annotations or fully synthetic training.
Large-Scale Pretraining
Pretrained on 300 million human images, featuring powerful feature extraction capabilities.

Model Capabilities

Human Image Segmentation
28-Part Body Recognition
High-Resolution Image Processing

Use Cases

Medical Imaging
Surgical Planning Assistance
Used for precise segmentation of human organs and tissues pre-surgery to assist in surgical planning.
Virtual Reality
Avatar Creation
Used to create high-fidelity virtual characters with precise body part segmentation.
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