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# FiftyOne Integrations

FiftyOne integrates naturally with other ML tools that you know and love. Click
on the cards below to see how!

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<div class="col-md-6 tutorials-card-container" data-tags=Datasets,Model-Evaluation>

<div class="card tutorials-card" link=coco.html>

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<div class="tutorials-image"><img src="../_images/dataset_zoo_coco_2017.png"></div>

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<div class="card-title-container">
    <strong>COCO Dataset</strong>
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<p class="card-summary">See how FiftyOne makes downloading, visualizing, and evaluating on the COCO dataset (or your own COCO-formatted data) a breeze.</p>

<p class="tags">Datasets,Model-Evaluation</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Datasets,Model-Evaluation>

<div class="card tutorials-card" link=open_images.html>

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<div class="tutorials-image"><img src="../_images/open-images-v7.png"></div>

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    <strong>Open Images Dataset</strong>
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<p class="card-summary">See why FiftyOne is a recommended tool for downloading, visualizing, and evaluating on Google's Open Images Dataset.</p>

<p class="tags">Datasets,Model-Evaluation</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Datasets,Model-Evaluation>

<div class="card tutorials-card" link=activitynet.html>

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<div class="tutorials-image"><img src="../_images/activitynet_evaluate_detections.png"></div>

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<div class="card-title-container">
    <strong>ActivityNet Dataset</strong>
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<p class="card-summary">See how to use FiftyOne to download, visualize, and evaluate on the ActivityNet dataset with ease.</p>

<p class="tags">Datasets,Model-Evaluation</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Annotation>

<div class="card tutorials-card" link=annotation.html>

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<div class="tutorials-image"><img src="../_static/images/integrations/annotation.png"></div>

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    <strong>Integrating with Annotation Backends</strong>
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<p class="card-summary">Use our annotation API to send and receive annotation jobs to/from a custom or broadly popular backend like CVAT.</p>

<p class="tags">Annotation</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Annotation>

<div class="card tutorials-card" link=cvat.html>

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<div class="tutorials-image"><img src="../_images/cvat_segmentation.png"></div>

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    <strong>CVAT</strong>
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<p class="card-summary">Use our CVAT integration to easily annotate and edit your FiftyOne datasets.</p>

<p class="tags">Annotation</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Annotation>

<div class="card tutorials-card" link=labelstudio.html>

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<div class="tutorials-image"><img src="../_images/labelbox_detection.png"></div>

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    <strong>Label Studio</strong>
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<p class="card-summary">Annotate and edit your FiftyOne datasets in Label Studio through our integration.</p>

<p class="tags">Annotation</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Annotation>

<div class="card tutorials-card" link=v7.html>

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<div class="tutorials-image"><img src="../_images/v7-hero.jpg"></div>

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    <strong>V7</strong>
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<p class="card-summary">Use our V7 integration to easily annotate and edit your FiftyOne datasets.</p>

<p class="tags">Annotation</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Annotation>

<div class="card tutorials-card" link=labelbox.html>

<div class="card-body">

<div class="tutorials-image"><img src="../_images/labelbox_video.png"></div>

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    <strong>Labelbox</strong>
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<p class="card-summary">Use our Labelbox integration to get your FiftyOne datasets annotated.</p>

<p class="tags">Annotation</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Brain,Embeddings,Vector-Search>

<div class="card tutorials-card" link=qdrant.html>

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<div class="tutorials-image"><img src="../_images/brain-image-similarity.gif"></div>

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    <strong>Qdrant</strong>
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<p class="card-summary">Use our Qdrant integration to enable vector search and query your FiftyOne datasets at scale.</p>

<p class="tags">Brain,Embeddings,Vector-Search</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Brain,Embeddings,Vector-Search>

<div class="card tutorials-card" link=redis.html>

<div class="card-body">

<div class="tutorials-image"><img src="../_images/brain-image-visualization.gif"></div>

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<div class="card-title-container">
    <strong>Redis</strong>
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<p class="card-summary">Use our Redis vector search integration to index your FiftyOne datasets and perform embeddings queries at scale.</p>

<p class="tags">Brain,Embeddings,Vector-Search</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Brain,Embeddings,Vector-Search>

<div class="card tutorials-card" link=pinecone.html>

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<div class="tutorials-image"><img src="../_images/brain-object-similarity.gif"></div>

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<div class="card-title-container">
    <strong>Pinecone</strong>
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<p class="card-summary">Use our Pinecone integration to index your FiftyOne datasets and perform embeddings queries at scale.</p>

<p class="tags">Brain,Embeddings,Vector-Search</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Brain,Embeddings,Vector-Search>

<div class="card tutorials-card" link=mongodb.html>

<div class="card-body">

<div class="tutorials-image"><img src="../_images/brain-object-visualization.gif"></div>

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<div class="card-title-container">
    <strong>MongoDB</strong>
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<p class="card-summary">Use our MongoDB vector search integration to index your FiftyOne datasets and perform embeddings queries at scale.</p>

<p class="tags">Brain,Embeddings,Vector-Search</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Brain,Embeddings,Vector-Search>

<div class="card tutorials-card" link=elasticsearch.html>

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<div class="tutorials-image"><img src="../_images/brain-text-similarity.gif"></div>

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    <strong>Elasticsearch</strong>
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<p class="card-summary">Use our Elasticsearch integration to enable vector search and query your FiftyOne datasets at scale.</p>

<p class="tags">Brain,Embeddings,Vector-Search</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Brain,Embeddings,Vector-Search>

<div class="card tutorials-card" link=mosaic.html>

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<div class="tutorials-image"><img src="../_images/brain-representativeness.png"></div>

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    <strong>Databricks Mosaic AI</strong>
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<p class="card-summary">Use our Databricks Mosaic AI integration to enable vector search and query your FiftyOne datasets at scale.</p>

<p class="tags">Brain,Embeddings,Vector-Search</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Brain,Embeddings,Vector-Search>

<div class="card tutorials-card" link=pgvector.html>

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<div class="tutorials-image"><img src="../_images/brain-image-similarity.gif"></div>

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    <strong>PostgreSQL Pgvector</strong>
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<p class="card-summary">Use our PostgreSQL Pgvector integration to enable vector search and query your FiftyOne datasets at scale.</p>

<p class="tags">Brain,Embeddings,Vector-Search</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Brain,Embeddings,Vector-Search>

<div class="card tutorials-card" link=milvus.html>

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<div class="tutorials-image"><img src="../_images/brain-object-similarity-modal.gif"></div>

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<div class="card-title-container">
    <strong>Milvus</strong>
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<p class="card-summary">Use our Milvus integration to index your FiftyOne datasets and perform embeddings queries at scale.</p>

<p class="tags">Brain,Embeddings,Vector-Search</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Brain,Embeddings,Vector-Search>

<div class="card tutorials-card" link=lancedb.html>

<div class="card-body">

<div class="tutorials-image"><img src="../_images/brain-leaky-splits.png"></div>

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<div class="card-title-container">
    <strong>LanceDB</strong>
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<p class="card-summary">Use our LanceDB integration to index your datasets and perform embeddings queries at scale without the need for a cloud service.</p>

<p class="tags">Brain,Embeddings,Vector-Search</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Model-Training,Model-Evaluation,Models,Brain,Embeddings>

<div class="card tutorials-card" link=huggingface.html>

<div class="card-body">

<div class="tutorials-image"><img src="../_images/hf_data_card_preview.jpg"></div>

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<div class="card-title-container">
    <strong>Hugging Face</strong>
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<p class="card-summary">Use our Hugging Face Transformers integration to run inference on your FiftyOne datasets with just a few lines of code.</p>

<p class="tags">Model-Training,Model-Evaluation,Models,Brain,Embeddings</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Model-Training,Model-Evaluation,Models>

<div class="card tutorials-card" link=ultralytics.html>

<div class="card-body">

<div class="tutorials-image"><img src="../_images/yolov8_coco_val_predictions.png"></div>

<div class="tutorials-card-content">

<div class="card-title-container">
    <strong>Ultralytics</strong>
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<p class="card-summary">Load, fine-tune, and run inference with Ultralytics models on your FiftyOne datasets with just a few lines of code.</p>

<p class="tags">Model-Training,Model-Evaluation,Models</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Brain,Embeddings,Models>

<div class="card tutorials-card" link=twelvelabs.html>

<div class="card-body">

<div class="tutorials-image"><img src="../_images/brain-image-visualization.gif"></div>

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<div class="card-title-container">
    <strong>TwelveLabs</strong>
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<p class="card-summary">Use our TwelveLabs integration to embed and caption videos with the Marengo and Pegasus foundation models for video dataset curation.</p>

<p class="tags">Brain,Embeddings,Models</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Datasets,Model-Training>

<div class="card tutorials-card" link=albumentations.html>

<div class="card-body">

<div class="tutorials-image"><img src="../_images/augmentations_initial_dataset.png"></div>

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<div class="card-title-container">
    <strong>Albumentations</strong>
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<p class="card-summary">Use our Albumentations integration to test out data augmentation transformations in real-time on your FiftyOne datasets.</p>

<p class="tags">Datasets,Model-Training</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Model-Training,Model-Evaluation,Models>

<div class="card tutorials-card" link=super_gradients.html>

<div class="card-body">

<div class="tutorials-image"><img src="../_images/yolov8_finetune_predictions_app.png"></div>

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<div class="card-title-container">
    <strong>SuperGradients</strong>
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<p class="card-summary">Use our SuperGradients integration to run inference with YOLO-NAS models on your FiftyOne datasets with just a few lines of code.</p>

<p class="tags">Model-Training,Model-Evaluation,Models</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Brain,Embeddings,Model-Evaluation,Models>

<div class="card tutorials-card" link=openclip.html>

<div class="card-body">

<div class="tutorials-image"><img src="../_images/clip-compare.gif"></div>

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<div class="card-title-container">
    <strong>OpenCLIP</strong>
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<p class="card-summary">Use our OpenCLIP integration to run inference with CLIP models on your FiftyOne datasets with just a few lines of code.</p>

<p class="tags">Brain,Embeddings,Model-Evaluation,Models</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Model-Training,Model-Evaluation,Models>

<div class="card tutorials-card" link=pytorch_hub.html>

<div class="card-body">

<div class="tutorials-image"><img src="../_images/detection-evaluation.gif"></div>

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<div class="card-title-container">
    <strong>PyTorch Hub</strong>
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<p class="card-summary">Did you know? You can load any model from the PyTorch Hub and run inference on your FiftyOne datasets with just a few lines of code.</p>

<p class="tags">Model-Training,Model-Evaluation,Models</p>

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<div class="col-md-6 tutorials-card-container" data-tags=Model-Training,Model-Evaluation,Models>

<div class="card tutorials-card" link=lightning_flash.html>

<div class="card-body">

<div class="tutorials-image"><img src="../_images/brain-image-visualization.gif"></div>

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<div class="card-title-container">
    <strong>Lightning Flash</strong>
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<p class="card-summary">Train Flash models on FiftyOne datasets and use the FiftyOne App to visualize and improve your Flash models, all with just a few lines of code.</p>

<p class="tags">Model-Training,Model-Evaluation,Models</p>

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