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Overview
FiftyOne Enterprise 🚀
Overview
Installation
Getting Started
API connection
Cloud-backed media
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Dataset Versioning
App
Auto-Labeling
NEW
Data Lens
NEW
Data Quality
NEW
Query Performance
NEW
Plugins
Secrets
Management SDK
Migrations
Pluggable Auth
Installation
Usage environments
Python venvs
Upgrading MongoDB
Troubleshooting
Getting Started
Auto Labeling Guide
Prepare Your Dataset and Delegated Operators
Configure Auto Labeling Run
Analyze Predictions
Visualize Embeddings
Finalize Approvals
Guide Summary
Object Detection Guide
Loading Detection Datasets
Adding Object Detections
Finding Detection Mistakes
Evaluating Detections
Guide Summary
Medical Imaging Guide
Getting Started with Medical Imaging
Guide Summary
Self-Driving Guide
Loading Self-Driving Datasets
Advanced Self-Driving Techniques
Guide Summary
3D Visual AI Guide
Getting Started with 3D Datasets
Getting Started with Loading 3D Annotations
Guide Summary
Model Evaluation Guide
Basic Model Evaluation
Advanced Evaluation Analysis
Guide Summary
Segmentation Guide
Loading a Segmentation Dataset
Adding Instance Segmentations
Segment Anything 2 in FiftyOne
Guide Summary
Depth Estimation Guide
Loading Depth Data
Using Depth Estimation Models
Guide Summary
Model Dataset Zoo Guide
Exploring the Dataset Zoo
Exploring the Model Zoo
Exploring Remote Zoo Models
Guide Summary
Manufacturing Guide
Manufacturing Datasets
Understanding and Using Embeddings
Clustering and Labeling with Embeddings
Custom Embeddings for Industrial Data
Integrations, Plugins, and Model Evaluation
Data Augmentation for Manufacturing
3D Visualization for Defect Inspection
Extended Dataset Exploration
Valeo Anomaly Dataset
PPE Detection and Safety Monitoring
Video Analytics for Safety
Guide Summary
Tutorials
Using FiftyOne Skills with Gemini CLI
NEW
Integrating NVIDIA Cosmos-Transfer with FiftyOne
NEW
Google Gemini Vision in FiftyOne
NEW
Exploring Kaputt Dataset
DINOv3 visual search
pandas and FiftyOne
Evaluating object detections
Evaluating a classifier
Using image embeddings
Annotating with CVAT
Annotating with Labelbox
Working with Open Images
Training with Detectron2
Exploring image uniqueness
Finding class mistakes
Finding detection mistakes
Embeddings with Qdrant
Fine-tuning YOLOv8 models
3D point clouds with Point-E
Monocular depth estimation
Dimensionality reduction
Zero-shot classification
Data augmentation
Clustering images
Detecting small objects
Anomaly detection
Recipes
Data Loading with Torch Datasets
Training on MNIST with Torch
Speeding up with cached fields
Creating views
Removing duplicate images
Removing duplicate objects
Adding classifier predictions
Adding object detections
Draw labels on samples
Convert dataset formats
Merging datasets
Custom dataset importers
Custom dataset exporters
Custom sample parsers
Cheat Sheets
FiftyOne terminology
Filtering cheat sheet
Views cheat sheet
pandas vs FiftyOne
User Guide
FiftyOne basics
Importing data
Using datasets
Using the App
Dataset views
Grouped datasets
Annotating datasets
Evaluating models
NEW
Using aggregations
Interactive plots
Exporting datasets
Drawing labels on samples
Using sample parsers
Configuring FiftyOne
Dataset Zoo
Overview
Remote datasets
API reference
Model Zoo
Overview
Remote models
Model interface
API reference
FiftyOne Brain
Plugins
Overview
Using plugins
Developing plugins
Contributing plugins
API reference
plugins.operators
plugins.operators.model_evaluation
plugins.operators.annotation
plugins.operators.group_by
plugins.panels
plugins.panels.model_evaluation
plugins.utils
plugins.utils.model_evaluation
TypeScript API reference
@fiftyone/state
@fiftyone/plugins
@fiftyone/operators
@fiftyone/spaces
@fiftyone/aggregations
@fiftyone/relay
@fiftyone/utilities
Integrations
COCO
Open Images
ActivityNet
CVAT
Label Studio
V7
Labelbox
Qdrant
Redis
Pinecone
MongoDB
Elasticsearch
PostgreSQL Pgvector
Databricks Mosaic AI
Milvus
LanceDB
Hugging Face
Ultralytics
Albumentations
SuperGradients
OpenCLIP
PyTorch Hub
Lightning Flash
CLI
API Reference
fiftyone.brain
fiftyone.brain.internal
fiftyone.brain.internal.core
fiftyone.brain.internal.models
fiftyone.brain.config
fiftyone.brain.similarity
fiftyone.brain.visualization
fiftyone.core
fiftyone.core.annotation
fiftyone.core.annotation.constants
fiftyone.core.annotation.generate_label_schemas
fiftyone.core.annotation.utils
fiftyone.core.annotation.validate_label_schemas
fiftyone.core.map
fiftyone.core.map.batcher
fiftyone.core.map.factory
fiftyone.core.map.mapper
fiftyone.core.map.process
fiftyone.core.map.threading
fiftyone.core.map.typing
fiftyone.core.odm
fiftyone.core.odm.database
fiftyone.core.odm.dataset
fiftyone.core.odm.document
fiftyone.core.odm.embedded_document
fiftyone.core.odm.frame
fiftyone.core.odm.mixins
fiftyone.core.odm.runs
fiftyone.core.odm.sample
fiftyone.core.odm.utils
fiftyone.core.odm.views
fiftyone.core.odm.workspace
fiftyone.core.plots
fiftyone.core.plots.base
fiftyone.core.plots.manager
fiftyone.core.plots.matplotlib
fiftyone.core.plots.plotly
fiftyone.core.plots.utils
fiftyone.core.plots.views
fiftyone.core.session
fiftyone.core.session.client
fiftyone.core.session.events
fiftyone.core.session.notebooks
fiftyone.core.session.session
fiftyone.core.session.templates
fiftyone.core.threed
fiftyone.core.threed.camera
fiftyone.core.threed.lights
fiftyone.core.threed.material_3d
fiftyone.core.threed.mesh
fiftyone.core.threed.object_3d
fiftyone.core.threed.pointcloud
fiftyone.core.threed.scene_3d
fiftyone.core.threed.shape_3d
fiftyone.core.threed.transformation
fiftyone.core.threed.utils
fiftyone.core.threed.validators
fiftyone.core.aggregations
fiftyone.core.brain
fiftyone.core.camera
fiftyone.core.cli
fiftyone.core.clips
fiftyone.core.collections
fiftyone.core.config
fiftyone.core.context
fiftyone.core.dataset
fiftyone.core.document
fiftyone.core.evaluation
fiftyone.core.expressions
fiftyone.core.fields
fiftyone.core.frame
fiftyone.core.frame_utils
fiftyone.core.groups
fiftyone.core.json
fiftyone.core.labels
fiftyone.core.logging
fiftyone.core.media
fiftyone.core.metadata
fiftyone.core.models
fiftyone.core.patches
fiftyone.core.runs
fiftyone.core.sample
fiftyone.core.service
fiftyone.core.singletons
fiftyone.core.stages
fiftyone.core.state
fiftyone.core.storage
fiftyone.core.uid
fiftyone.core.utils
fiftyone.core.validation
fiftyone.core.video
fiftyone.core.view
fiftyone.factory
fiftyone.factory.repos
fiftyone.factory.repos.delegated_operation
fiftyone.factory.repos.delegated_operation_doc
fiftyone.factory.repos.execution_store
fiftyone.factory.repo_factory
fiftyone.migrations
fiftyone.migrations.runner
fiftyone.operators
fiftyone.operators.cache
fiftyone.operators.cache.decorator
fiftyone.operators.cache.ephemeral
fiftyone.operators.cache.serialization
fiftyone.operators.cache.utils
fiftyone.operators.store
fiftyone.operators.store.models
fiftyone.operators.store.notification_service
fiftyone.operators.store.service
fiftyone.operators.store.store
fiftyone.operators.store.subscription_registry
fiftyone.operators.categories
fiftyone.operators.constants
fiftyone.operators.decorators
fiftyone.operators.delegated
fiftyone.operators.evaluation_metric
fiftyone.operators.events
fiftyone.operators.executor
fiftyone.operators.message
fiftyone.operators.operations
fiftyone.operators.operator
fiftyone.operators.panel
fiftyone.operators.permissions
fiftyone.operators.registry
fiftyone.operators.remote_notifier
fiftyone.operators.server
fiftyone.operators.sse
fiftyone.operators.types
fiftyone.operators.utils
fiftyone.plugins
fiftyone.plugins.constants
fiftyone.plugins.context
fiftyone.plugins.core
fiftyone.plugins.definitions
fiftyone.plugins.secrets
fiftyone.plugins.utils
fiftyone.types
fiftyone.types.dataset_types
fiftyone.utils
fiftyone.utils.clip
fiftyone.utils.clip.model
fiftyone.utils.clip.tokenizer
fiftyone.utils.clip.zoo
fiftyone.utils.data
fiftyone.utils.data.base
fiftyone.utils.data.converters
fiftyone.utils.data.exporters
fiftyone.utils.data.importers
fiftyone.utils.data.ingestors
fiftyone.utils.data.parsers
fiftyone.utils.eval
fiftyone.utils.eval.activitynet
fiftyone.utils.eval.base
fiftyone.utils.eval.classification
fiftyone.utils.eval.coco
fiftyone.utils.eval.detection
fiftyone.utils.eval.openimages
fiftyone.utils.eval.regression
fiftyone.utils.eval.segmentation
fiftyone.utils.tracking
fiftyone.utils.tracking.deepsort
fiftyone.utils.activitynet
fiftyone.utils.annotations
fiftyone.utils.aws
fiftyone.utils.bdd
fiftyone.utils.beam
fiftyone.utils.caltech
fiftyone.utils.cityscapes
fiftyone.utils.coco
fiftyone.utils.csv
fiftyone.utils.cvat
fiftyone.utils.dicom
fiftyone.utils.eta
fiftyone.utils.fiw
fiftyone.utils.flash
fiftyone.utils.geojson
fiftyone.utils.geotiff
fiftyone.utils.github
fiftyone.utils.groups
fiftyone.utils.hmdb51
fiftyone.utils.huggingface
fiftyone.utils.image
fiftyone.utils.imagenet
fiftyone.utils.iou
fiftyone.utils.kinetics
fiftyone.utils.kitti
fiftyone.utils.labelbox
fiftyone.utils.labels
fiftyone.utils.labelstudio
fiftyone.utils.lfw
fiftyone.utils.open_clip
fiftyone.utils.openimages
fiftyone.utils.openlabel
fiftyone.utils.patches
fiftyone.utils.pe
fiftyone.utils.places
fiftyone.utils.quickstart
fiftyone.utils.random
fiftyone.utils.rerun
fiftyone.utils.sam
fiftyone.utils.sam2
fiftyone.utils.sama
fiftyone.utils.scale
fiftyone.utils.super_gradients
fiftyone.utils.tf
fiftyone.utils.torch
fiftyone.utils.transformers
fiftyone.utils.transforms
fiftyone.utils.ucf101
fiftyone.utils.ultralytics
fiftyone.utils.useragent
fiftyone.utils.utils3d
fiftyone.utils.video
fiftyone.utils.voc
fiftyone.utils.yolo
fiftyone.utils.youtube
fiftyone.zoo
fiftyone.zoo.datasets
fiftyone.zoo.datasets.base
fiftyone.zoo.datasets.tf
fiftyone.zoo.datasets.torch
fiftyone.zoo.models
fiftyone.zoo.models.torch
fiftyone.constants
Contribute
Release Notes
Deprecation Notices
FAQ
Product
Data Annotation
Data Curation
Model Evaluation
Integrations
Plugins
Solutions
Agriculture
Autonomous Vehicles & Systems
Aviation
Defense
Healthcare
Manufacturing
Research
Retail
Robotics
Security
Sports
Customers
Resources
Blog
Upcoming Events
On-Demand Webinars
Whitepapers & Reports
Computer Vision Community
CV Research
Newsroom
Docs
Book a demo
Overview
FiftyOne Enterprise 🚀
Overview
Installation
Getting Started
API connection
Cloud-backed media
Roles and permissions
Dataset Versioning
App
Auto-Labeling
NEW
Data Lens
NEW
Data Quality
NEW
Query Performance
NEW
Plugins
Secrets
Management SDK
Migrations
Pluggable Auth
Installation
Usage environments
Python venvs
Upgrading MongoDB
Troubleshooting
Getting Started
Auto Labeling Guide
Prepare Your Dataset and Delegated Operators
Configure Auto Labeling Run
Analyze Predictions
Visualize Embeddings
Finalize Approvals
Guide Summary
Object Detection Guide
Loading Detection Datasets
Adding Object Detections
Finding Detection Mistakes
Evaluating Detections
Guide Summary
Medical Imaging Guide
Getting Started with Medical Imaging
Guide Summary
Self-Driving Guide
Loading Self-Driving Datasets
Advanced Self-Driving Techniques
Guide Summary
3D Visual AI Guide
Getting Started with 3D Datasets
Getting Started with Loading 3D Annotations
Guide Summary
Model Evaluation Guide
Basic Model Evaluation
Advanced Evaluation Analysis
Guide Summary
Segmentation Guide
Loading a Segmentation Dataset
Adding Instance Segmentations
Segment Anything 2 in FiftyOne
Guide Summary
Depth Estimation Guide
Loading Depth Data
Using Depth Estimation Models
Guide Summary
Model Dataset Zoo Guide
Exploring the Dataset Zoo
Exploring the Model Zoo
Exploring Remote Zoo Models
Guide Summary
Manufacturing Guide
Manufacturing Datasets
Understanding and Using Embeddings
Clustering and Labeling with Embeddings
Custom Embeddings for Industrial Data
Integrations, Plugins, and Model Evaluation
Data Augmentation for Manufacturing
3D Visualization for Defect Inspection
Extended Dataset Exploration
Valeo Anomaly Dataset
PPE Detection and Safety Monitoring
Video Analytics for Safety
Guide Summary
Tutorials
Using FiftyOne Skills with Gemini CLI
NEW
Integrating NVIDIA Cosmos-Transfer with FiftyOne
NEW
Google Gemini Vision in FiftyOne
NEW
Exploring Kaputt Dataset
DINOv3 visual search
pandas and FiftyOne
Evaluating object detections
Evaluating a classifier
Using image embeddings
Annotating with CVAT
Annotating with Labelbox
Working with Open Images
Training with Detectron2
Exploring image uniqueness
Finding class mistakes
Finding detection mistakes
Embeddings with Qdrant
Fine-tuning YOLOv8 models
3D point clouds with Point-E
Monocular depth estimation
Dimensionality reduction
Zero-shot classification
Data augmentation
Clustering images
Detecting small objects
Anomaly detection
Recipes
Data Loading with Torch Datasets
Training on MNIST with Torch
Speeding up with cached fields
Creating views
Removing duplicate images
Removing duplicate objects
Adding classifier predictions
Adding object detections
Draw labels on samples
Convert dataset formats
Merging datasets
Custom dataset importers
Custom dataset exporters
Custom sample parsers
Cheat Sheets
FiftyOne terminology
Filtering cheat sheet
Views cheat sheet
pandas vs FiftyOne
User Guide
FiftyOne basics
Importing data
Using datasets
Using the App
Dataset views
Grouped datasets
Annotating datasets
Evaluating models
NEW
Using aggregations
Interactive plots
Exporting datasets
Drawing labels on samples
Using sample parsers
Configuring FiftyOne
Dataset Zoo
Overview
Remote datasets
API reference
Model Zoo
Overview
Remote models
Model interface
API reference
FiftyOne Brain
Plugins
Overview
Using plugins
Developing plugins
Contributing plugins
API reference
plugins.operators
plugins.operators.model_evaluation
plugins.operators.annotation
plugins.operators.group_by
plugins.panels
plugins.panels.model_evaluation
plugins.utils
plugins.utils.model_evaluation
TypeScript API reference
@fiftyone/state
@fiftyone/plugins
@fiftyone/operators
@fiftyone/spaces
@fiftyone/aggregations
@fiftyone/relay
@fiftyone/utilities
Integrations
COCO
Open Images
ActivityNet
CVAT
Label Studio
V7
Labelbox
Qdrant
Redis
Pinecone
MongoDB
Elasticsearch
PostgreSQL Pgvector
Databricks Mosaic AI
Milvus
LanceDB
Hugging Face
Ultralytics
Albumentations
SuperGradients
OpenCLIP
PyTorch Hub
Lightning Flash
CLI
API Reference
fiftyone.brain
fiftyone.brain.internal
fiftyone.brain.internal.core
fiftyone.brain.internal.models
fiftyone.brain.config
fiftyone.brain.similarity
fiftyone.brain.visualization
fiftyone.core
fiftyone.core.annotation
fiftyone.core.annotation.constants
fiftyone.core.annotation.generate_label_schemas
fiftyone.core.annotation.utils
fiftyone.core.annotation.validate_label_schemas
fiftyone.core.map
fiftyone.core.map.batcher
fiftyone.core.map.factory
fiftyone.core.map.mapper
fiftyone.core.map.process
fiftyone.core.map.threading
fiftyone.core.map.typing
fiftyone.core.odm
fiftyone.core.odm.database
fiftyone.core.odm.dataset
fiftyone.core.odm.document
fiftyone.core.odm.embedded_document
fiftyone.core.odm.frame
fiftyone.core.odm.mixins
fiftyone.core.odm.runs
fiftyone.core.odm.sample
fiftyone.core.odm.utils
fiftyone.core.odm.views
fiftyone.core.odm.workspace
fiftyone.core.plots
fiftyone.core.plots.base
fiftyone.core.plots.manager
fiftyone.core.plots.matplotlib
fiftyone.core.plots.plotly
fiftyone.core.plots.utils
fiftyone.core.plots.views
fiftyone.core.session
fiftyone.core.session.client
fiftyone.core.session.events
fiftyone.core.session.notebooks
fiftyone.core.session.session
fiftyone.core.session.templates
fiftyone.core.threed
fiftyone.core.threed.camera
fiftyone.core.threed.lights
fiftyone.core.threed.material_3d
fiftyone.core.threed.mesh
fiftyone.core.threed.object_3d
fiftyone.core.threed.pointcloud
fiftyone.core.threed.scene_3d
fiftyone.core.threed.shape_3d
fiftyone.core.threed.transformation
fiftyone.core.threed.utils
fiftyone.core.threed.validators
fiftyone.core.aggregations
fiftyone.core.brain
fiftyone.core.camera
fiftyone.core.cli
fiftyone.core.clips
fiftyone.core.collections
fiftyone.core.config
fiftyone.core.context
fiftyone.core.dataset
fiftyone.core.document
fiftyone.core.evaluation
fiftyone.core.expressions
fiftyone.core.fields
fiftyone.core.frame
fiftyone.core.frame_utils
fiftyone.core.groups
fiftyone.core.json
fiftyone.core.labels
fiftyone.core.logging
fiftyone.core.media
fiftyone.core.metadata
fiftyone.core.models
fiftyone.core.patches
fiftyone.core.runs
fiftyone.core.sample
fiftyone.core.service
fiftyone.core.singletons
fiftyone.core.stages
fiftyone.core.state
fiftyone.core.storage
fiftyone.core.uid
fiftyone.core.utils
fiftyone.core.validation
fiftyone.core.video
fiftyone.core.view
fiftyone.factory
fiftyone.factory.repos
fiftyone.factory.repos.delegated_operation
fiftyone.factory.repos.delegated_operation_doc
fiftyone.factory.repos.execution_store
fiftyone.factory.repo_factory
fiftyone.migrations
fiftyone.migrations.runner
fiftyone.operators
fiftyone.operators.cache
fiftyone.operators.cache.decorator
fiftyone.operators.cache.ephemeral
fiftyone.operators.cache.serialization
fiftyone.operators.cache.utils
fiftyone.operators.store
fiftyone.operators.store.models
fiftyone.operators.store.notification_service
fiftyone.operators.store.service
fiftyone.operators.store.store
fiftyone.operators.store.subscription_registry
fiftyone.operators.categories
fiftyone.operators.constants
fiftyone.operators.decorators
fiftyone.operators.delegated
fiftyone.operators.evaluation_metric
fiftyone.operators.events
fiftyone.operators.executor
fiftyone.operators.message
fiftyone.operators.operations
fiftyone.operators.operator
fiftyone.operators.panel
fiftyone.operators.permissions
fiftyone.operators.registry
fiftyone.operators.remote_notifier
fiftyone.operators.server
fiftyone.operators.sse
fiftyone.operators.types
fiftyone.operators.utils
fiftyone.plugins
fiftyone.plugins.constants
fiftyone.plugins.context
fiftyone.plugins.core
fiftyone.plugins.definitions
fiftyone.plugins.secrets
fiftyone.plugins.utils
fiftyone.types
fiftyone.types.dataset_types
fiftyone.utils
fiftyone.utils.clip
fiftyone.utils.clip.model
fiftyone.utils.clip.tokenizer
fiftyone.utils.clip.zoo
fiftyone.utils.data
fiftyone.utils.data.base
fiftyone.utils.data.converters
fiftyone.utils.data.exporters
fiftyone.utils.data.importers
fiftyone.utils.data.ingestors
fiftyone.utils.data.parsers
fiftyone.utils.eval
fiftyone.utils.eval.activitynet
fiftyone.utils.eval.base
fiftyone.utils.eval.classification
fiftyone.utils.eval.coco
fiftyone.utils.eval.detection
fiftyone.utils.eval.openimages
fiftyone.utils.eval.regression
fiftyone.utils.eval.segmentation
fiftyone.utils.tracking
fiftyone.utils.tracking.deepsort
fiftyone.utils.activitynet
fiftyone.utils.annotations
fiftyone.utils.aws
fiftyone.utils.bdd
fiftyone.utils.beam
fiftyone.utils.caltech
fiftyone.utils.cityscapes
fiftyone.utils.coco
fiftyone.utils.csv
fiftyone.utils.cvat
fiftyone.utils.dicom
fiftyone.utils.eta
fiftyone.utils.fiw
fiftyone.utils.flash
fiftyone.utils.geojson
fiftyone.utils.geotiff
fiftyone.utils.github
fiftyone.utils.groups
fiftyone.utils.hmdb51
fiftyone.utils.huggingface
fiftyone.utils.image
fiftyone.utils.imagenet
fiftyone.utils.iou
fiftyone.utils.kinetics
fiftyone.utils.kitti
fiftyone.utils.labelbox
fiftyone.utils.labels
fiftyone.utils.labelstudio
fiftyone.utils.lfw
fiftyone.utils.open_clip
fiftyone.utils.openimages
fiftyone.utils.openlabel
fiftyone.utils.patches
fiftyone.utils.pe
fiftyone.utils.places
fiftyone.utils.quickstart
fiftyone.utils.random
fiftyone.utils.rerun
fiftyone.utils.sam
fiftyone.utils.sam2
fiftyone.utils.sama
fiftyone.utils.scale
fiftyone.utils.super_gradients
fiftyone.utils.tf
fiftyone.utils.torch
fiftyone.utils.transformers
fiftyone.utils.transforms
fiftyone.utils.ucf101
fiftyone.utils.ultralytics
fiftyone.utils.useragent
fiftyone.utils.utils3d
fiftyone.utils.video
fiftyone.utils.voc
fiftyone.utils.yolo
fiftyone.utils.youtube
fiftyone.zoo
fiftyone.zoo.datasets
fiftyone.zoo.datasets.base
fiftyone.zoo.datasets.tf
fiftyone.zoo.datasets.torch
fiftyone.zoo.models
fiftyone.zoo.models.torch
fiftyone.constants
Contribute
Release Notes
Deprecation Notices
FAQ
fiftyone
fiftyone.utils
fiftyone.utils.pe
fiftyone.utils.pe
#
