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Official implementation of "E3D-Bench: A Benchmark for End-to-End 3D Geometric Foundation Models"

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E3D-Bench: A Benchmark for End-to-End 3D Geometric Foundation Models

Website arXiv

A comprehensive, end‑to‑end benchmark suite for evaluating 3D Geometric Foundation Models (GFMs) on effectiveness, robustness, and efficiency across diverse tasks and data domains.


🚀 Features

  • Rigorous Effectiveness and Efficiency Evaluation

  • Five Core Tasks

    1. Sparse‑view Depth Estimation
    2. Monocular Video Depth Estimation
    3. Multi‑view 3D Reconstruction
    4. Multi‑view Relative Pose Estimation
    5. Novel View Synthesis
  • Diverse Dataset Support

    • Standard indoor/outdoor and object‑centric benchmarks
    • Challenging out‑of‑distribution scenarios (drone footage, dynamic scenes, air‑ground pairs)
  • Reproducible Evaluation Toolkit

    • Standardized data loaders and preprocessing
    • Unified metric implementations (Acc, Comp, NC, PSNR, SSIM, latency, memory)
    • Automated alignment and scale‑normalization pipelines
  • Modular & Extensible

    • Plug‑and‑play support for any feed‑forward or diffusion‑based GFM
    • Clear APIs for adding new tasks, metrics, or datasets

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Official implementation of "E3D-Bench: A Benchmark for End-to-End 3D Geometric Foundation Models"

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