3.5M+ Architecture Images | AI Training Data | Machine Learning (ML) data | Object & Scene Detection | Global Coverage

This dataset features over 3,500,000 high-quality images of architecture sourced from photographers worldwide. Designed to support AI and machine learning applications, it delivers a richly annotated and visually diverse collection of architectural styles, structures, and design elements. Key Features: 1. Comprehensive Metadata: the dataset includes full EXIF data, detailing camera settings such as aperture, ISO, shutter speed, and focal length. Each image is pre-annotated with object and scene detection metadata, including building types, structural elements, materials, and architectural styles—making it ideal for classification, detection, and design analysis. Popularity metrics, derived from engagement on our proprietary platform, are also included. 2. Unique Sourcing Capabilities: the images are collected through a proprietary gamified platform for photographers. Architecture-themed competitions ensure a high volume of fresh, high-quality submissions. Custom datasets can be sourced on-demand within 72 hours, tailored to target specific building types, eras, styles, or regions. 3. Global Diversity: sourced from contributors in over 100 countries, the dataset captures a vast range of architectural traditions and innovations—from ancient temples and medieval castles to modern skyscrapers and sustainable designs. Both exterior and interior views are included, across public, residential, commercial, and cultural structures. 4. High-Quality Imagery: the dataset includes images with resolutions ranging from standard to ultra-HD, capturing intricate architectural details, structural layouts, and design features. A mix of editorial, documentary, and artistic photography styles adds depth and versatility to training applications. 5. Popularity Scores: each image is assigned a popularity score based on its performance in GuruShots competitions. This metric reflects audience perception of architectural beauty, providing valuable insights for models focused on aesthetic evaluation or design preference prediction. 6. AI-Ready Design: optimized for use in AI applications such as architectural classification, structural analysis, facade recognition, and generative design. It integrates smoothly with industry-standard ML workflows and architectural visualization platforms. 7. Licensing & Compliance: fully compliant with global privacy and intellectual property standards, offering clear and flexible licensing options for both commercial and academic applications. Use Cases: 1. Training AI for architectural style recognition, design classification, and material detection. 2. Supporting AR/VR tools for architectural visualization, virtual tours, and property marketing. 3. Enhancing city modeling, digital twins, and urban planning systems. 4. Powering generative design, restoration planning, and historic structure identification. This dataset offers a high-quality, comprehensive resource for AI-driven solutions in architecture, real estate, design, and urban development. Custom requests are welcome. Contact us to learn more!