README.md

metadata

title: OlmoEarth Vision Explorer
emoji: 🛰️
colorFrom: blue
colorTo: green
sdk: gradio
sdk_version: 6.10.0
app_file: app.py
short_description: OlmoEarth satellite embedding visualization demo
startup_duration_timeout: 1h

OlmoEarth Vision Explorer

Interactive demo of the OlmoEarth-v1-Base foundation model for Earth observation.

Features

• Real satellite imagery gallery (10 land cover classes from EuroSAT / Sentinel-2)
• Pre-computed model embeddings load instantly
• Upload your own satellite imagery for live inference
• PCA projection of patch embeddings to RGB
• Per-patch similarity heatmap
• Split-screen comparison view
• Model info overlay

Example Imagery

All 10 cached examples are real Sentinel-2 satellite images from the EuroSAT dataset:

• Annual Crop, Forest, Herbaceous Vegetation, Highway, Industrial Buildings
• Pasture, Permanent Crop, Residential Buildings, River, Sea & Lake

Each example includes pre-computed PCA visualization, similarity heatmap, and embedding statistics — all available instantly without running inference.

Technical

• ViT-Base encoder (89M params, 768-dim embeddings)
• 56×56 patch grid (3,136 patches per image)
• CPU inference
• gr.Server custom fullscreen HTML/CSS/JS frontend
• Dark, minimalist, mobile-responsive design