# astorfi/lip-reading-deeplearning

:unlock: Lip Reading - Cross Audio-Visual Recognition using 3D Architectures

Repository: https://github.com/astorfi/lip-reading-deeplearning
Canonical: https://ross.abutalabs.com/products/lip-reading-deeplearning
Language: Python
License: Apache-2.0
License Family: permissive
Topics: deep-learning, computer-vision, speech-recognition, 3d-convolutional-network, tensorflow
Last push: 2022-11-07T13:58:59+00:00

## Health v2 (maintenance only)
Score: 23/100 (v2, computed 2026-09-03T02:20:16.233290+00:00)
- activity 0, release rhythm 8, longevity 100
- inputs: {"age_days": 3361, "days_push": 1395, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: none
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 1904, forks 331 (observed 2026-08-28T04:05:51.837336+00:00)

## What it is
A TensorFlow implementation of coupled 3D convolutional neural networks for cross audio-visual matching recognition, accompanying an IEEE Access paper. It supports lip reading as a primary application of the audio-visual recognition model.

## Use cases
- lip reading from video
- audio-visual speech recognition
- train a 3D CNN for cross-modal matching
- visual speech recognition research
- reproduce results from the 3D CNN audio-visual paper

## When to choose
- you need a research-grade implementation of 3D CNN lip reading in TensorFlow
- you want to reproduce or extend the coupled 3D CNN audio-visual matching paper
- you are studying cross-modal audio-visual recognition architectures

## When to avoid
- you need a production-ready lip reading system with a prepared input pipeline
- you want a maintained library with recent updates and broad community support
- you need support for modern frameworks like PyTorch

## Facets
- artifact type: library
- maturity: maintenance
- function: deep-learning, speech-recognition, computer-vision, machine-learning
- domain: deep-learning, computer-vision, speech-processing, artificial-intelligence
- platform: python
- tags: lip-reading, 3d-convolutional-network, audio-visual-recognition, tensorflow, research-code, linux

## Member repositories
- astorfi/lip-reading-deeplearning (main) score 23

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:05:51.837336+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T03:11:50.866744+00:00, confidence not recorded.
  - readme: https://github.com/astorfi/lip-reading-deeplearning (fetched 2026-08-28T04:05:51.837336+00:00, sha aed2383beb01)
- Data as of 2026-08-30T08:39:29.467469+00:00.