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Few-Shot Image Classification · benchmark dataset · EN

Image Matching Challenge — Phototourism (IMC-PT).

The Image Matching Challenge (IMC) Phototourism benchmark (IMC-PT) is part of the Image Matching Challenge / Image Matching Workshop (IMW) benchmark suite used to evaluate local features, matching methods and robust geometry estimation for camera pose estimation and multi-view reconstruction. The benchmark provides image collections (Phototourism scenes) with Colmap-derived (pseudo-)ground-truth camera poses, densified depth maps and co-visibility information; it is organized into tracks for stereo (image pairs) and multi-view reconstruction and supports restricted/unrestricted keypoint settings. Typical evaluation measures include camera-pose accuracy summarized as AUC of angular/positional thresholds (reported commonly as AUC@3°, AUC@5°, AUC@10°), plus runtime. The IMC site and the UBC-hosted pages provide downloadable training/validation sets (photo-tourism scenes), leaderboards, and an open-source evaluation pipeline (github: ubc-vision/image-matching-benchmark). The benchmark has been used in the IMW/CVPR workshop challenges (2020/2021 etc.) and is the reference benchmark for many recent local-feature and image-matching papers.

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  • 01A public checkpoint or API endpoint
  • 02A reproduction script with frozen commit + seed
  • 03Declared evaluation environment (Python, deps)
  • 04One row per metric declared by this dataset
  • 05A contact so we can follow up on discrepancies