HPatches

Homography-patches dataset

Dataset Information
Modalities
Images
Introduced
2017
License
Unknown
Homepage

Overview

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

Variants: HPatches

Associated Benchmarks

This dataset is used in 4 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Geometric Matching IFCAT (Ours) Integrative Feature and Cost Aggregation … 2022-09-19
Dense Pixel Correspondence Estimation RANSAC-DMP+ Deep Matching Prior: Test-Time Optimization … 2021-06-06
Dense Pixel Correspondence Estimation COTR COTR: Correspondence Transformer for Matching … 2021-03-25
Dense Pixel Correspondence Estimation COTR +Interp. COTR: Correspondence Transformer for Matching … 2021-03-25
Image Stitching IF-Net IF-Net: An Illumination-invariant Feature Network 2020-08-10
Dense Pixel Correspondence Estimation DGC-Net aff+tps+homo DGC-Net: Dense Geometric Correspondence Network 2018-10-19
Dense Pixel Correspondence Estimation PWC-Net PWC-Net: CNNs for Optical Flow … 2017-09-07
Dense Pixel Correspondence Estimation FlowNet2 FlowNet 2.0: Evolution of Optical … 2016-12-06
Dense Pixel Correspondence Estimation SPyNet Optical Flow Estimation using a … 2016-11-03
Dense Pixel Correspondence Estimation DeepMatching* DeepMatching: Hierarchical Deformable Dense Matching 2015-06-25

Research Papers

Recent papers with results on this dataset: