Datavyu vs Label Studio
Datavyu
datavyu.org
Label Studio
labelstud.ioSide by side
| Figure | Datavyu | Label Studio |
|---|---|---|
| Price from | Free | $99/mo |
| Free plan | Yes | Yes |
| Free trial | — | Yes |
| Open source | Yes | Yes |
| Web | — | Yes |
| Windows | Yes | Yes |
| macOS | Yes | Yes |
| Linux | Yes | Yes |
| API | Yes | Yes |
| Self-hosted | — | Yes |
| Plans published | 2 | 3 |
| Spec score · Video Annotation Software | 8.8 (#4) | 9.0 (#3) |
| Funding | Databrary reports support from NIH, NSF, DARPA, the Sloan and McDonnell foundations, the LEGO Foundation, NYU and Penn State. | HumanSignal says it has raised $30 million from Redpoint Ventures, Unusual Ventures, Bow Capital and Swift Ventures. |
| Purpose | Datavyu is a software package for visualizing and coding behavioral observations from video data sources. | 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 | The Datavyu 1.5.3 release notes say its Log4j dependency was updated and that the upgrade may be required for security purposes by institutions. | The security documentation says application component interactions use TLS and the web app enforces HTTPS and secured cookies. |
| Support | Technical support requests go to technical staff and developers, while research and coding workflow requests are directed to Datavyu super users. | 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. |
| What it does | Datavyu is a video-coding and data-visualization tool for collecting behavioral data from video. | Label Studio is an open-source platform for data labeling, AI evaluation and human-in-the-loop workflows across many data types. |
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.