# Real-world scenario generalization

Sapiens is a vision transformer series model pre-trained on 300 million 1024 x 1024 resolution human images, focusing on human-centric vision tasks.

Sapiens is a vision transformer model pre-trained on 300 million high-resolution human images, specifically designed for foreground person segmentation tasks.

Sapiens is a family of vision Transformer models pre-trained on 300 million 1024 x 1024 resolution human images, supporting 1K high-resolution inference, demonstrating exceptional generalization to real-world data even with scarce or entirely synthetic labeled data.