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genaishape

https://github.com/poseidon0007/genaishape

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Academic email domains
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    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (4.6%) to scientific vocabulary
Last synced: 6 months ago · JSON representation ·

Repository

Basic Info
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 12
  • Releases: 0
Created 10 months ago · Last pushed 6 months ago
Metadata Files
Readme Contributing License Citation

README.md

Genaishape 🧠📐

A GenAI-powered web app that detects, completes, and analyzes geometric shapes in uploaded images using YOLOv5, OpenCV, and custom heuristics — all within a Streamlit interface.

🌐 Live App

👉 Try it Now on Streamlit Cloud

💡 Features

  • 📷 Upload image and detect shapes using:
    • 🔍 YOLOv5
    • 🧠 Custom geometric logic
    • 🌀 Hough Circle Transform
    • 🕸️ Canny Edge Detection
  • 📊 Upload CSV file to visualize shape analysis
  • 🔁 Automatic shape classification and symmetry line drawing
  • ⚙️ Fast and responsive UI with Streamlit
  • ☁️ Deployed on Streamlit Cloud

🛠️ Tech Stack

  • Frontend: Streamlit
  • Computer Vision: OpenCV, YOLOv5 (PyTorch)
  • ML Backend: PyTorch, torchvision
  • Deployment: Streamlit Cloud
  • Data Analysis: Pandas

📂 Example Use

  1. Upload an image with partial or complete shapes.
  2. Select a detection mode (e.g., YOLOv5 or Custom Detection).
  3. View results with visual overlays and analysis.
  4. Optionally, upload a .csv file with shape metadata to get plots.

📸 Screenshots

YOLO Detection Custom Shape Detection CSV Plot

Citation (CITATION.cff) 

cff-version: 1.2.0
preferred-citation:
  type: software
  message: If you use YOLOv5, please cite it as below.
  authors:
  - family-names: Jocher
    given-names: Glenn
    orcid: "https://orcid.org/0000-0001-5950-6979"
  title: "YOLOv5 by Ultralytics"
  version: 7.0
  doi: 10.5281/zenodo.3908559
  date-released: 2020-5-29
  license: AGPL-3.0
  url: "https://github.com/ultralytics/yolov5"

GitHub Events

Total
  • Delete event: 7
  • Issue comment event: 55
  • Push event: 13
  • Pull request event: 33
  • Create event: 24
Last Year
  • Delete event: 7
  • Issue comment event: 55
  • Push event: 13
  • Pull request event: 33
  • Create event: 24

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 0
  • Total pull requests: 15
  • Average time to close issues: N/A
  • Average time to close pull requests: about 1 month
  • Total issue authors: 0
  • Total pull request authors: 1
  • Average comments per issue: 0
  • Average comments per pull request: 2.53
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 15
Past Year
  • Issues: 0
  • Pull requests: 15
  • Average time to close issues: N/A
  • Average time to close pull requests: about 1 month
  • Issue authors: 0
  • Pull request authors: 1
  • Average comments per issue: 0
  • Average comments per pull request: 2.53
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 15
View more stats
Top Authors
Issue Authors
Pull Request Authors
  • dependabot[bot] (15)
Top Labels
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Dependencies

.github/workflows/ci-testing.yml actions
  • actions/checkout v4 composite
  • actions/setup-python v5 composite
  • slackapi/slack-github-action v2.0.0 composite
.github/workflows/cla.yml actions
  • contributor-assistant/github-action v2.6.1 composite
.github/workflows/docker.yml actions
  • actions/checkout v4 composite
  • docker/build-push-action v6 composite
  • docker/login-action v3 composite
  • docker/setup-buildx-action v3 composite
  • docker/setup-qemu-action v3 composite
.github/workflows/format.yml actions
  • ultralytics/actions main composite
.github/workflows/links.yml actions
  • actions/checkout v4 composite
  • ultralytics/actions/retry main composite
.github/workflows/merge-main-into-prs.yml actions
  • actions/checkout v4 composite
  • actions/setup-python v5 composite
.github/workflows/stale.yml actions
  • actions/stale v9 composite
utils/docker/Dockerfile docker
  • pytorch/pytorch 2.0.0-cuda11.7-cudnn8-runtime build
utils/google_app_engine/Dockerfile docker
  • gcr.io/google-appengine/python latest build
pyproject.toml pypi
  • matplotlib >=3.3.0
  • numpy >=1.22.2
  • opencv-python >=4.6.0
  • pandas >=1.1.4
  • pillow >=7.1.2
  • psutil *
  • py-cpuinfo *
  • pyyaml >=5.3.1
  • requests >=2.23.0
  • scipy >=1.4.1
  • seaborn >=0.11.0
  • thop >=0.1.1
  • torch >=1.8.0
  • torchvision >=0.9.0
  • tqdm >=4.64.0
  • ultralytics >=8.1.47
requirements.txt pypi
utils/google_app_engine/additional_requirements.txt pypi
  • Flask ==2.3.2
  • gunicorn ==23.0.0
  • pip ==23.3
  • werkzeug >=3.0.1
  • zipp >=3.19.1