v1.5.0

Full Changelog: v1.4.0...v1.5.0

v1.4.0

What's Changed

• Bump actions/setup-python from 6.2.0 to 6.3.0 in the workflow-actions group by @dependabot[bot] in #1

New Contributors

• @dependabot[bot] made their first contribution in #1

Full Changelog: v1.3.0...v1.4.0

v1.3.0

Full Changelog: v0.1.3...v1.3.0

v1.2.0 Graffiti Detection AI Model Release (May 9th 2026

v1.2.0 — Graffiti Detection AI Model

What's New

This release brings a more robust end-to-end pipeline, improved alert handling, and better production readiness across the board.

Features

• Multi-camera surveillance — monitor multiple camera streams simultaneously with multi_camera_surveillance.py
• Alert channels — out-of-the-box support for email, SMS, webhook, Discord, and Slack notifications on detection events
• FastAPI service — REST endpoints for single image, annotated, batch detection and live stats (/detect, /detect/annotated, /detect/batch, /stats)
• Incident logging — SQLite/JSON persistence with daily reporting via incident_logger.py
• Real-time dashboard — live stats overlay with real_time_dashboard.py
• Data augmentation pipeline — albumentations-backed augmentation for training robustness
• Street scenario configs — pre-built YAML configs for urban surveillance deployments

Improvements

• Extended test coverage: alerts, augmentation, dataset, metrics, visualization, integration, and street scenarios
• Docker / Docker Compose / Kubernetes deployment configs (see DEPLOYMENT.md)
• Python 3.8–3.12 compatibility verified

Installation

pip install graffiti-detection-ai-model==1.2.0

Or upgrade from a previous version:

pip install --upgrade graffiti-detection-ai-model

Quick Start

from graffiti_detection import GraffitiDetector

detector = GraffitiDetector("models/best.pt")
detections = detector.predict("image.jpg")

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Full Changelog: v1.1.0...v1.2.0

Graffiti Detection AI Model v1.1.0 (March 28th 2026 Release)

🚀 v1.1.0 Release Notes

Highlights

• Added BlueSky badge for improved author social discoverability
• Updated X badge label and all badge tooltips for cleaner, more accessible social links
• New SVG logo for a modern project identity
• FastAPI REST endpoint for graffiti detection
• Real-time multi-camera surveillance system
• Optimized model configs for better real-time performance
• PyPI release pipeline for direct pip installation
• Deployment docs, Docker/Compose setup, and expanded tests
• Improved test compatibility across the data pipeline

Other Changes

• Updated dependencies for API and alert system integration
• Added LICENSE.md

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Full Changelog: v1.0.0...v1.1.0

v1.0.0 - Initial Release (Jan 11th 2026)

Full Changelog: https://github.com/EfficientTools/graffiti-detection-ai-model/commits/v1.0.0