ETH3D Dataset

ETH3D Dataset

Datasets

ETH3D Dataset

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ETH3D Dataset

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ETH3D Dataset

Description

Explore a novel multi-view stereo benchmark with high-resolution DSLR images and synchronized low-resolution stereo videos. Featuring diverse indoor and outdoor scenes, this dataset supports depth estimation, 3D reconstruction, and mobile device stereo vision applications.

ETH3D Dataset

Description:

This dataset provides a multi-view stereo benchmark featuring high-resolution DSLR images and synchronized low-resolution stereo videos from diverse indoor and outdoor scenes. Captured with a high-precision laser scanner, it includes data for both mobile device applications and traditional stereo vision tasks. Ideal for depth estimation and 3D reconstruction research, it offers challenges with high spatial and temporal resolution, improving the evaluation of advanced stereo vision methods.

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Introducing a novel multi-view stereo benchmark designed to overcome the limitations of existing datasets. This dataset features a wide range of indoor and outdoor scenes, captured with a high-precision laser scanner, high-resolution DSLR cameras, and synchronized low-resolution stereo videos. With a focus on diverse viewpoints and scene types, it is the perfect tool for advancing stereo vision techniques.

Key Features:

  • High-Resolution DSLR Imagery:
    Offers high-quality images for precise depth estimation, ideal for evaluating stereo vision methods and depth perception algorithms.

  • Synchronized Low-Resolution Stereo Videos:
    Captured from multiple perspectives and with varying fields of view, these videos are essential for testing real-time multi-view stereo systems.

  • Diverse Scene Types:
    Includes both natural scenes and man-made environments (indoor and outdoor), ensuring a wide range of test cases for object reconstruction and 3D modeling.

  • Hand-Held Mobile Device Use Case:
    The first dataset of its kind to provide data focused on hand-held mobile devices, offering higher practical relevance for mobile stereo vision applications.

  • Laser Scan Alignment:
    Images are precisely aligned with the laser scans using a novel technique that minimizes photometric errors based on scene geometry, ensuring the dataset’s accuracy and reliability.

  • Higher Temporal and Spatial Resolution:
    This dataset provides high temporal and spatial resolution, a significant step up from previous benchmarks like Strecha and KITTI, enabling more detailed and accurate model evaluations.

Potential Applications:

  • Stereo Vision and Depth Estimation:
    Ideal for testing and developing depth estimation algorithms in both stationary and mobile settings.

  • Multi-View Stereo Methods:
    Perfect for enhancing multi-view stereo methods used in 3D reconstruction and computer vision research.

  • Mobile Device Integration:
    Designed with the growing use of hand-held mobile devices in mind, enabling stereo vision applications on smartphones and other mobile platforms.

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