Ross ROSS = Recommend OSS · open-source software intelligence for agents

opendatalab/labelU

Open-source multimodal data annotation platform with AI auto-annotation support. observed · 2026-08-28

github.com/opendatalab/labelU · homepage · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

96/100

  • Activity 94
  • Release rhythm 95
  • Longevity 100
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: 0
  • age_days: 1414
  • days_rel: 36
  • days_push: 36
  • n_releases_24m: 50

Full methodology

Adoption not part of the score

1665 stars · 183 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

LabelU is an open-source multimodal data annotation platform supporting images, video, and audio with tools like bounding boxes, segmentation, and keypoints. It integrates AI model services (Florence-2, GroundingDINO+SAM, SAM 3) for automatic pre-annotation that humans can refine.

Use cases

  • annotate images with bounding boxes for object detection training
  • label video segments for action recognition datasets
  • create audio segmentation and classification annotations
  • run AI auto-annotation on image datasets then manually refine
  • prepare labeled multimodal datasets for model training

When to choose

  • you need a self-hosted annotation tool covering image, video, and audio in one platform
  • you want AI-assisted pre-labeling to speed up annotation
  • your team needs flexible 2D annotation tools like polylines and keypoints

When to avoid

  • you only need text or NLP annotation, which is not its focus
  • you want a fully managed cloud annotation service without self-hosting
  • you lack GPU resources for the AI auto-annotation features

Facets

application · maturity active

image-processing audio-processing video-processing machine-learning data-science machine-learning computer-vision data-science artificial-intelligence python self-hosted data-annotation labeling multimodal auto-annotation segmentation bounding-boxes web-server docker

3 sources

Member repositories

RepositoryRoleHealth v2
opendatalab/labelUmain96

For agents

markdown · JSON · MCP: product_card(name="opendatalab/labelU")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem