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---
title: Bioclip 2 Demo
emoji: 😻
colorFrom: pink
colorTo: gray
sdk: gradio
sdk_version: 5.33.0
app_file: app.py
pinned: false
license: mit
models:
- imageomics/bioclip-2
datasets:
- imageomics/TreeOfLife-200M
description: >-
This space provides an interactive demo for running BioCLIP-2 inference. Additionally, one can run inference on multiple images using the pybioclip package.
tags:
- visualization
- data
- samples
- data-visualization
- exploration
- biology
- vision
- CV
- imageomics
- clip
- species-classification
- biological visual task
- multimodal
- animals
- species
- taxonomy
- rare species
- endangered species
- evolutionary biology
- knowledge-guided
- zero-shot-image-classification
---
# BioCLIP-2 Demo
This app is modified from the original [BioCLIP Demo](https://huggingface.co/spaces/imageomics/bioclip-demo) to run inference with [BioCLIP 2](https://huggingface.co/imageomics/bioclip-2) and uses [pybioclip](https://github.com/Imageomics/pybioclip).
Due to space persistent storage limitations, embeddings are fetched from the [TreeOfLife-200M repo](https://huggingface.co/datasets/imageomics/TreeOfLife-200M). The images will be retrieved from an S3 bucket, as with the origin, described below.
Note that if this space is duplicated, the sample image portion **will not work**.
**bioclip-2/metadata.parquet:** metadata file for fetching [TreeOfLife-200M](https://huggingface.co/datasets/imageomics/TreeOfLife-200M) sample images (up to 3 available per taxa) from an S3 bucket.
- `uuid`: unique identifier for the image within the TreeOfLife-200M dataset.
- `eol_page_id`: identifier of EOL page for the most specific taxa of the image (where available). Note that an image's association to a particular page ID may change with updates to the EOL (or image provider's) hierarchy. However, EOL taxon page IDs are stable. "https://eol.org/pages/" + `eol_page_id` links to the page.
- `gbif_id`: GBIF identifier for the occurrence from which the image is sourced.
- `gbif_taxon_id`: identifier used by GBIF for the most specific taxa of the image (where available). "https://gbif.org/species/" + `gbif_taxon_id` links to the page.
- `kingdom`: kingdom to which the subject of the image belongs (all `Animalia`).
- `phylum`: phylum to which the subject of the image belongs.
- `class`: class to which the subject of the image belongs.
- `order`: order to which the subject of the image belongs.
- `family`: family to which the subject of the image belongs.
- `genus`: genus to which the subject of the image belongs.
- `species`: species to which the subject of the image belongs.
- `file_path`: image filepath to fetch image from S3 bucket (`<folder>/<uuid>.jpg`, folders are first two characters of the `uuid`).
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