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HPatches (Homography-patches dataset)

Introduced by Vassileios Balntas et al. in HPatches: A benchmark and evaluation of handcrafted and learned local descriptors1 Jan 2017 archive 2025-07-28

The HPatches is a recent dataset for local patch descriptor evaluation that consists of 116 sequences of 6 images with known homography. The dataset is split into two parts: viewpoint - 59 sequences with significant viewpoint change and illumination - 57 sequences with significant illumination change, both natural and artificial.

Source: RF-Net: An End-to-End Image Matching Network based on Receptive Field Image Source: https://www.robots.ox.ac.uk/~vgg/publications/2017/Balntas17/balntas17.pdf

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 4 leaderboards 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
Dense Pixel Correspondence Estimation HPatches RANSAC-DMP+ Viewpoint I AEPE 0.48 Deep Matching Prior: Test-Time Optimization for Dense... SunghwanHong/Deep-Matching-Prior 8 Compare
Patch Matching HPatches Twin-Net Patch Matching 53.95 Twin-Net Descriptor: Twin Negative Mining With Quad Loss... — 2 Compare
Geometric Matching HPatches IFCAT (Ours) Average End-Point Error 17.59 Integrative Feature and Cost Aggregation with... — 1 Compare
Image Stitching HPatches IF-Net 0..5sec 10000 IF-Net: An Illumination-invariant Feature Network — 1 Compare

Papers archive 2025-07-28

11 shown of 11 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 248. 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
Integrative Feature and Cost Aggregation with Transformers for Dense Correspondence 0 1 19 Sep 2022 not harvested
Deep Matching Prior: Test-Time Optimization for Dense Correspondence 1 1 6 Jun 2021 not harvested
COTR: Correspondence Transformer for Matching Across Images 1 2 25 Mar 2021 ran 1 of 2 samples (1 unverified)
IF-Net: An Illumination-invariant Feature Network 0 1 10 Aug 2020 not harvested
LandscapeAR: Large Scale Outdoor Augmented Reality by Matching Photographs with Terrain Models Using Learned Descriptors 1 1 1 Aug 2020 not harvested
Twin-Net Descriptor: Twin Negative Mining With Quad Loss for Patch-Based Matching 0 1 19 Sep 2019 not harvested
DGC-Net: Dense Geometric Correspondence Network 4 1 19 Oct 2018 not harvested
PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume 21 1 7 Sep 2017 ran 3 of 3 samples (0 unverified; 3 pointer-only for licence)
FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks 12 1 6 Dec 2016 ran 2 of 21 samples (19 unverified; 3 pointer-only for licence)
Optical Flow Estimation using a Spatial Pyramid Network 8 1 3 Nov 2016 not harvested
DeepMatching: Hierarchical Deformable Dense Matching 1 1 25 Jun 2015 not harvested

Dataset loaders archive 2025-07-28

hpatches/hpatches-dataset

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

Tasks archive 2025-07-28

Dense Pixel Correspondence EstimationPatch MatchingImage StitchingGeometric Matching

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • HPatches

1 variant name, as the archive lists them.

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