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Robust Stereo Calibration for Improved 2D-3D Projection in Real-World Pose Estimation - Experiment Image Data

dataset
posted on 2024-08-27, 09:25 authored by Chris-Mari SchreuderChris-Mari Schreuder, Rensu P. Theart

This dataset comprises raw image data collected during our research project titled "Robust Stereo Calibration for Enhanced 2D-3D Projection in Real-World Pose Estimation." The study investigates novel approaches to improve stereo calibration for precise 3D projection and 2D back-projection in pose estimation.

The dataset includes all image frames used for performing intrinsic and extrinsic calibration using the open-source Python library, OpenCV. We analyze various factors influencing calibration quality, such as camera positioning, calibration board sizes, and capture methods.

The dataset structure is organized as follows: "frames/[experiment_group]/[experiment_group]_[frame_num].jpg". Here, experiment_group follows the format "[angle]_[size]_[camera]_[group]":

  1. Angle denotes the external experimental setting, representing the camera pair's viewing angle: close (15°), medium (45°), or wide (90°).
  2. Size indicates the calibration board size used in the experiment: A1, A2, or A3.
  3. Camera identifies the specific camera used for data capture: C1 (primary), C2, or C3 (pair).
  4. Group specifies the stereo camera pairing: G12 or G13, indicating simultaneous data capture from different perspectives.

If the group tag is absent and "_internal" replaces it, the frames are used for intrinsic camera parameter estimation. Frames suffixed with "_single" indicate data captured using a still-capture image method; frames without this suffix were extracted from video footage captured using a video-capture method.

History

Publisher

Stellenbosch University

Date

2024-05-01

Format

.zip .txt

Language

en

Geographical Location

Western Cape, South Africa.

Academic Group

  • Engineering

Recommended Citation

Schreuder, C & Theart, RP. 2024. Robust Stereo Calibration for Improved 2D-3D Projection in Real-World Pose Estimation - Experiment Image Data. Stellenbosch University. Dataset. DOI: https://doi.org/10.25413/sun.26763697

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