rom1504/image_embeddings
Using efficientnet to provide embeddings for retrieval
Provides a complete pipeline for generating and searching image embeddings: downloads datasets from TensorFlow, converts images to TFRecords, runs EfficientNet inference to extract embeddings, and enables approximate nearest-neighbor search via FAISS. The toolkit includes command-line utilities for each step and exports embeddings to numpy/JSON for cross-language compatibility, with an interactive web demo for visualizing semantic image retrieval.
160 stars. No commits in the last 6 months.
Stars
160
Forks
32
Language
Jupyter Notebook
License
MIT
Category
Last pushed
May 28, 2023
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/embeddings/rom1504/image_embeddings"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
cosmosgl/graph
GPU-accelerated force graph layout and rendering
Clay-foundation/model
The Clay Foundation Model - An open source AI model and interface for Earth
nomic-ai/nomic
Nomic Developer API SDK
alexshtf/torchcurves
Parametric differentiable curves with PyTorch for continuous embeddings, shape-restricted models, or KANs
omoindrot/tensorflow-triplet-loss
Implementation of triplet loss in TensorFlow