src/features/README.md

Features Module

Feature extraction using CLIP for satellite imagery.

Files

File	Description
extractor.py	CLIP ViT-L/14 feature extractor
embeddings.py	Embedding cache utilities

Model

Parameter	Value
Model	openai/clip-vit-large-patch14
Architecture	Vision Transformer
Embedding Dim	768
Input Resolution	224x224

Usage

from src.features.extractor import FeatureExtractor

# Initialize extractor
extractor = FeatureExtractor(model_name="openai/clip-vit-large-patch14")

# Extract features from single image
embedding = extractor.extract_features(image, modality="optical")

# Extract features from batch
embeddings = extractor.extract_batch(images, modality="optical", batch_size=32)