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

Ucas-HaoranWei/Vary

[ECCV 2024] Official code implementation of Vary: Scaling Up the Vision Vocabulary of Large Vision Language Models. observed · 2026-08-28

github.com/Ucas-HaoranWei/Vary · Python observed · 2026-08-28

Health v2 · maintenance only

26/100

  • Activity 0
  • Release rhythm 35
  • Longevity 71

Flags: no_releases no_license

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: n/a
  • age_days: 1000
  • days_rel: n/a
  • days_push: 611
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1889 stars · 145 forks observed · 2026-08-28

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

Official ECCV 2024 implementation of Vary, a method for scaling up the vision vocabulary of large vision-language models. It provides training and inference code for Vary models that perform dense document OCR, chart parsing, and visual understanding.

Use cases

  • parse text from document images with a vision-language model
  • train a vision-language model with an expanded vision vocabulary
  • run OCR on dense PDF page images
  • extract charts into structured data
  • reproduce ECCV 2024 Vary paper results

When to choose

  • you need a research-grade vision-language model for document OCR
  • you want to experiment with vision vocabulary scaling for LVLMs
  • you need English and Chinese document parsing

When to avoid

  • you need a production-supported library with a license and long-term maintenance
  • you want a general-purpose chat assistant rather than document perception
  • you lack GPU resources for large model inference

Facets

library · maturity maintenance

machine-learning computer-vision ocr nlp llm-training computer-vision large-language-models deep-learning image-processing pdf python vision-language-model eccv-2024 document-understanding vision-vocabulary research-code gpu linux

1 source

Member repositories

RepositoryRoleHealth v2
Ucas-HaoranWei/Varymain26

For agents

markdown · JSON · MCP: product_card(name="Ucas-HaoranWei/Vary")

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