{"id":26618374,"url":"https://github.com/auth0r-c0dez/neurathon-25","last_synced_at":"2026-02-20T17:01:34.444Z","repository":{"id":283707766,"uuid":"952643442","full_name":"Auth0r-C0dez/Neurathon-25","owner":"Auth0r-C0dez","description":"This is the project for the final round of neurathon 2025","archived":false,"fork":false,"pushed_at":"2025-06-05T22:35:31.000Z","size":28122,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-10-14T21:36:19.963Z","etag":null,"topics":["artificial-intelligence","controlnetmodel","fine-tuning","floorplans","neurathon2025","stability-ai","stable-diffusion"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"cc0-1.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Auth0r-C0dez.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-03-21T16:15:24.000Z","updated_at":"2025-09-12T08:42:52.000Z","dependencies_parsed_at":"2025-10-14T21:46:23.744Z","dependency_job_id":null,"html_url":"https://github.com/Auth0r-C0dez/Neurathon-25","commit_stats":null,"previous_names":["auth0r-c0dez/neruathon-25","auth0r-c0dez/neurathon-25"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Auth0r-C0dez/Neurathon-25","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Auth0r-C0dez%2FNeurathon-25","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Auth0r-C0dez%2FNeurathon-25/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Auth0r-C0dez%2FNeurathon-25/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Auth0r-C0dez%2FNeurathon-25/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Auth0r-C0dez","download_url":"https://codeload.github.com/Auth0r-C0dez/Neurathon-25/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Auth0r-C0dez%2FNeurathon-25/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29658167,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-20T16:33:43.953Z","status":"ssl_error","status_checked_at":"2026-02-20T16:33:43.598Z","response_time":59,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["artificial-intelligence","controlnetmodel","fine-tuning","floorplans","neurathon2025","stability-ai","stable-diffusion"],"created_at":"2025-03-24T08:21:13.932Z","updated_at":"2026-02-20T17:01:34.402Z","avatar_url":"https://github.com/Auth0r-C0dez.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Neurathon-25\n\n## Overview\n\n**Floor PLanning Using Gen-AI** is an AI-driven project developed by Team ThinkML during the Neurathon hackathon at NIT Silchar, where it secured the 2nd prize. The project focuses on generating detailed and accurate floor plans using a combination of fine-tuned models and pre-trained multi-modal systems.\n\n## Features\n\n- **AI-Generated Floor Plans**: Leverages advanced AI models to create precise floor plans based on user inputs.\n- **Model Fine-Tuning**: Utilizes fine-tuned versions of Stable Diffusion with ControlNet to enhance output control and accuracy.\n- **API Integrations**: Incorporates several pre-trained models via APIs, including:\n  - **Janus 1.3B** and **Janus Pro**: Advanced text-to-image generation capabilities.\n  - **Optimized_Cloudqi_Text_to_Image_Model** and **Cloudqi_Text_to_Image_Model**: Enhanced image generation performance.\n  - **Vertex AI**: Cloud-based AI tools for scalable model inference.\n- **Custom Safety Mechanisms**: Implements NSFW filtering and addresses common errors in ControlNet-based pipelines.\n- **Performance Optimization**: Configures the pipeline for efficient GPU utilization and memory management, ensuring faster and more reliable image generation.\n\n## Repository Structure\n\n- **Models/**: Contains the fine-tuned models used for floor plan generation.\n- **Notebooks/**: COlab notebooks demonstrating the model training and inference processes.\n- **Results/**: Sample outputs and results from the model.\n- **Testing/**: Scripts and data for testing the model's performance and accuracy.\n- **backend/**: Backend code handling API calls and data processing.\n- **src/**: Source code for the frontend interface and integration with the backend.\n\n## Getting Started\n\n### Prerequisites\n\n- Python 3.x\n- PyTorch\n- Transformers\n- Diffusers\n- PIL\n- NumPy\n\n### Installation\n\nDownload the repo and run the notebooks with run time as T4 GPU.\n\n## Contributing\n\nContributions are welcome! Please fork the repository and submit a pull request with your changes.\n\n## License\n\nThis project is licensed under the MIT License. See the `LICENSE` file for details.\n\n## Acknowledgments\n\nWe extend our gratitude to NIT Silchar and their Machine Learning Club for organizing Neurathon and providing a platform for innovation.\n\n---\n\n*For more details, visit our GitHub repository: [Neurathon-25](https://github.com/Auth0r-C0dez/Neurathon-25)*\n\n---\n\n*Developed with ❤️ by Team ThinkML*\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fauth0r-c0dez%2Fneurathon-25","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fauth0r-c0dez%2Fneurathon-25","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fauth0r-c0dez%2Fneurathon-25/lists"}