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

MhLiao/DB

A PyTorch implementation of "Real-time Scene Text Detection with Differentiable Binarization". observed · 2026-08-28

github.com/MhLiao/DB · Python observed · 2026-08-28

Health v2 · maintenance only

32/100

  • Activity 0
  • Release rhythm 35
  • Longevity 100

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: 2480
  • days_rel: n/a
  • days_push: 905
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

2260 stars · 486 forks observed · 2026-08-28

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

A PyTorch implementation of DBNet and DBNet++, real-time arbitrary-shape scene text detection models based on differentiable binarization. It includes training, evaluation, demo scripts, and pretrained models.

Use cases

  • detect text in natural scene images
  • train a scene text detection model
  • run real-time text detection on images
  • extract text regions from photos before OCR
  • reproduce DBNet research results
  • use pretrained DBNet++ models

When to choose

  • you need arbitrary-shape scene text detection in PyTorch
  • you want a research-grade DBNet implementation with pretrained weights
  • you need real-time text detection performance

When to avoid

  • you need a production OCR pipeline rather than a research codebase
  • you want a maintained library with a license and modern PyTorch support
  • you need text recognition, not just detection

Facets

library · maturity maintenance

computer-vision ocr machine-learning deep-learning computer-vision image-processing machine-learning python dbnet dbnet-plus scene-text-detection pytorch text-detection research-code natural-language-processing linux gpu

1 source

Member repositories

RepositoryRoleHealth v2
MhLiao/DBmain32

For agents

markdown · JSON · MCP: product_card(name="MhLiao/DB")

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