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)
