Datasets › ZEB

ZEB (Zero-shot Evaluation Benchmark)

Introduced by Xuelun Shen et al. in GIM: Learning Generalizable Image Matcher From Internet Videos16 Feb 2024 archive 2025-07-28

A evaluation benchmark ZEB for image matching by merging 8 real-world datasets and 4 simulated datasets with diverse image resolutions, scene conditions and view points.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Image Matching ZEB GIM-RoMa Mean AUC@5° 53.3 GIM: Learning Generalizable Image Matcher From Internet Videos xuelunshen/gim 10 Compare

Papers archive 2025-07-28

7 shown of 7 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 8. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
GIM: Learning Generalizable Image Matcher From Internet Videos 1 4 16 Feb 2024 ran 12 of 17 samples (5 unverified)
LightGlue: Local Feature Matching at Light Speed 2 1 23 Jun 2023 ran 18 of 40 samples (22 unverified)
RoMa: Robust Dense Feature Matching 1 1 24 May 2023 ran 0 of 2 samples (2 unverified)
DKM: Dense Kernelized Feature Matching for Geometry Estimation 1 1 1 Feb 2022 not harvested
LoFTR: Detector-Free Local Feature Matching with Transformers 4 1 1 Apr 2021 ran 14 of 16 samples (2 unverified)
SuperGlue: Learning Feature Matching with Graph Neural Networks 19 1 26 Nov 2019 ran 6 of 22 samples (16 unverified; 6 pointer-only for licence)
Three things everyone should know to improve object retrieval 1 1 16 Jun 2012 not harvested

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

MIT

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • ZEB

1 variant name, as the archive lists them.

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