Keypoint detection and image matching

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (6 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• ASLFeat: Learning Local Features of Accurate Shape and Localization
  23 Mar 2020 4 repositories listed Syntology ran 0 of 16 samples · 16 unverified
  This work focuses on mitigating two limitations in the joint learning of local feature detectors and descriptors.
• Advanced computer vision for extracting georeferenced vehicle trajectories from drone imagery
  4 Nov 2024 1 repository listed
  This paper presents a framework for extracting georeferenced vehicle trajectories from high-altitude drone footage, addressing key challenges in urban traffic monitoring and limitations of traditional ground-based…
• XFeat: Accelerated Features for Lightweight Image Matching
  30 Apr 2024 1 repository listed Syntology ran 1 of 2 samples · 1 unverified
  Besides, our model is designed to offer the choice of matching at the sparse or semi-dense levels, each of which may be more suitable for different downstream applications, such as visual navigation and augmented…
• GIM: Learning Generalizable Image Matcher From Internet Videos
  16 Feb 2024 1 repository listed Syntology ran 12 of 17 samples · 5 unverified
  Given an architecture, GIM first trains it on standard domain-specific datasets and then combines it with complementary matching methods to create dense labels on nearby frames of novel videos.
• Reverse Knowledge Distillation: Training a Large Model using a Small One for Retinal Image Matching on Limited Data
  20 Jul 2023 1 repository listed
  We propose a novel approach based on reverse knowledge distillation to train large models with limited data while preventing overfitting.
• S2LD: Sparse-to-Local-Dense Matching for Geometry-Guided Correspondence Estimation
  22 Jun 2023 1 repository listed
  This paper proposes a novel sparse-to-local-dense (S2LD) matching method to conduct fully differentiable correspondence estimation with the prior from epipolar geometry.

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.