# bendangnuksung/Image-OutPainting

🏖 Keras Implementation of Painting outside the box

Repository: https://github.com/bendangnuksung/Image-OutPainting
Canonical: https://ross.abutalabs.com/products/image-outpainting
Language: Jupyter Notebook
License Family: other
Topics: gans, keras, image-outpainting, deep-learning, computer-vision, tensorflow, python
Last push: 2022-11-22T04:30:06+00:00

## Health v2 (maintenance only)
Score: 32/100 (v2, computed 2026-09-02T17:46:02.011165+00:00)
- activity 0, release rhythm 35, longevity 100
- inputs: {"age_days": 2966, "days_push": 1380, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: no_releases, no_license
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 1148, forks 223 (observed 2026-08-28T04:03:46.024181+00:00)

## What it is
A Keras/TensorFlow implementation of the Stanford 'Painting Outside the Box' image outpainting paper, extending images beyond their borders using a GAN trained on beach photos. It is primarily a research notebook and demo rather than a production library.

## Use cases
- extend an image beyond its borders with AI
- outpaint beach photos with a pretrained model
- learn how image outpainting GANs are implemented in Keras
- reproduce the Painting Outside the Box paper
- experiment with generative image extension models

## When to choose
- you want a simple, readable Keras implementation of image outpainting to study or extend
- you want to run a pretrained outpainting model on beach-like images
- you are learning GAN-based image generation

## When to avoid
- you need a production-ready, general-purpose outpainting tool for arbitrary image types
- you need a maintained project with a license and active support
- you need modern diffusion-based inpainting/outpainting quality

## Facets
- artifact type: learning-resource
- maturity: maintenance
- function: machine-learning, deep-learning, image-processing, computer-vision
- domain: deep-learning, computer-vision, image-processing, machine-learning
- platform: python
- tags: outpainting, gan, keras, tensorflow, image-generation, research-implementation

## Member repositories
- bendangnuksung/Image-OutPainting (main) score 32

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:03:46.024181+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 2026-08-30T06:33:49.384623+00:00, confidence not recorded.
  - readme: https://github.com/bendangnuksung/Image-OutPainting (fetched 2026-08-28T04:03:46.024181+00:00, sha 450dba03c97c)
- Data as of 2026-08-30T08:39:29.467469+00:00.