FiftyOne vs Label Studio
FiftyOne
voxel51.com
Label Studio
labelstud.ioSide by side
| Figure | FiftyOne | Label Studio |
|---|---|---|
| Price from | — | $99/mo |
| Free plan | — | Yes |
| Free trial | — | Yes |
| Open source | — | Yes |
| Web | Yes | Yes |
| Windows | Yes | Yes |
| macOS | Yes | Yes |
| Linux | Yes | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 3 | 3 |
| Spec score · Image Annotation Software | 7.5 (#19) | 9.1 (#1) |
| Data handling | The security page states that FiftyOne does not store or transmit datasets and that data remains in the customer's environment. | Input media can remain in external storage and be delivered through presigned URLs, while project settings and annotations are stored in the internal database or configured external stores. |
| Deployment | FiftyOne deployment options include cloud or multi-cloud, hybrid, on-premise, air-gapped, and managed services. | Label Studio can be installed on premises or in the cloud using pip, Docker, Ubuntu, source, or Anaconda. |
| Founded | 2018 | HumanSignal is listed as founded in 2019. |
| Integrations | The official integrations documentation lists annotation integrations including CVAT, Label Studio, V7, and Labelbox, and vector search integrations including Qdrant, Redis, and Pinecone. | The integrations directory lists cloud storage, foundation model APIs, computer vision, speech and audio, ML frameworks, and infrastructure integrations. |
| Purpose | FiftyOne Annotation for images helps identify samples for labeling, automate annotation with AI, and connect labeling with model evaluation. | Label Studio is an open source data labeling tool for labeling multiple data types and connecting machine learning models for predictions or active learning. |
| Security | Voxel51 states that it maintains ISO 27001 certification and undergoes regular third-party penetration and vulnerability tests. | The security documentation says application component interactions use TLS and the web app enforces HTTPS and secured cookies. |
| Support | The Team plan lists standard enterprise support, Growth lists premium enterprise support, and Custom lists a dedicated customer success team. | Community users are directed to Slack and GitHub issues, Starter Cloud includes a dedicated support portal, and Enterprise offers priority support with response time SLAs. |
Plans
Label Studio
- Community EditionFree
- Starter Cloud$99 a month
- EnterprisePriced on request
In their own words
Label Studio
Label Studio is an open-source data labeling tool for text, images, audio, video, time series, and multimodal data. It provides a configurable labeling interface, project templates, data management, and annotation import and export. Custom machine-learning backends can provide predictions, while Enterprise adds automated active-learning loops. Its integrations directory spans cloud storage, foundation-model APIs, computer vision, speech and audio, machine-learning frameworks, and infrastructure. Listed storage options include Amazon S3, Google Cloud Storage, Azure Blob Storage, Databricks, Redis, and local storage. APIs, a Python SDK, and webhooks support programmatic management and integration. Deployment options include on-premises or cloud installation using pip, Docker, Ubuntu, source, or Anaconda. Security documentation describes TLS for application-component interactions, HTTPS, and secured cookies. Enterprise is described as SOC 2 and HIPAA compliant and can be deployed in the cloud or on premises, with SSO and SCIM 2.0 support. Community Edition is free. Starter Cloud costs $99 a month, with each additional user at $49 a month; Enterprise pricing is custom.