Patch Matching

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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

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

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 42 papers with code (97 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.

• Working hard to know your neighbor's margins: Local descriptor learning loss
  30 May 2017 4 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  We introduce a novel loss for learning local feature descriptors which is inspired by the Lowe's matching criterion for SIFT.
• On Translation Invariance in CNNs: Convolutional Layers can Exploit Absolute Spatial Location
  16 Mar 2020 3 repositories listed
  In this paper we challenge the common assumption that convolutional layers in modern CNNs are translation invariant.
• Rotation equivariant vector field networks
  29 Dec 2016 3 repositories listed
  In many computer vision tasks, we expect a particular behavior of the output with respect to rotations of the input image.
• IGEV++: Iterative Multi-range Geometry Encoding Volumes for Stereo Matching
  1 Sep 2024 2 repositories listed Syntology ran 4 of 5 samples · 1 unverified · 1 pointer-only (licence)
  We further propose a selective geometry feature fusion module to adaptively fuse multi-range and multi-granularity geometry features in MGEV.
• Attention Concatenation Volume for Accurate and Efficient Stereo Matching
  4 Mar 2022 2 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  Stereo matching is a fundamental building block for many vision and robotics applications.
• Continuous 3D Label Stereo Matching using Local Expansion Moves
  28 Mar 2016 2 repositories listed
  The local expansion moves extend traditional expansion moves by two ways: localization and spatial propagation.
• MatchNet: Unifying Feature and Metric Learning for Patch-Based Matching
  1 Jun 2015 2 repositories listed
  We perform a comprehensive set of experiments on standard datasets to carefully study the contributions of each aspect of MatchNet, with direct comparisons to established methods.
• Distinctive Image Features from Scale-Invariant Keypoints
  5 Jan 2004 2 repositories listed
  This paper presents a method for extracting distinctive invariant features from images that can be used to perform reliable matching between different views of an object or scene.
• Reproducibility, Replicability, and Insights into Visual Document Retrieval with Late Interaction
  12 May 2025 1 repository listed
  Visual Document Retrieval (VDR) is an emerging research area that focuses on encoding and retrieving document images directly, bypassing the dependence on Optical Character Recognition (OCR) for document search.
• FiLo++: Zero-/Few-Shot Anomaly Detection by Fused Fine-Grained Descriptions and Deformable Localization
  17 Jan 2025 1 repository listed
  However, their handcrafted generic descriptions fail to capture the diverse range of anomalies that may emerge in different objects, and simple patch-level image-text matching often struggles to localize anomalous…
• SurfPatch: Enabling Patch Matching for Exploratory Stream Surface Visualization
  1 Jan 2025 1 repository listed
  To begin with, we translate the issue of surface placement to surface selection and trace a large number of stream surfaces from a given flow field dataset.
• Why and How: Knowledge-Guided Learning for Cross-Spectral Image Patch Matching
  15 Dec 2024 1 repository listed
  To the best of our knowledge, this is the first time that hard negative sample mining for metric networks has been implemented and brings significant performance gains.
• MESA: Effective Matching Redundancy Reduction by Semantic Area Segmentation
  1 Aug 2024 1 repository listed
  To address the efficiency issue of MESA, we further propose DMESA as its dense counterpart, applying a dense matching framework.
• Relational Representation Learning Network for Cross-Spectral Image Patch Matching
  18 Mar 2024 1 repository listed
  Therefore, we propose an innovative relational representation learning idea that simultaneously focuses on sufficiently mining the intrinsic features of individual image patches and the relations between image patch…
• GaussianPro: 3D Gaussian Splatting with Progressive Propagation
  22 Feb 2024 1 repository listed
  The advent of 3D Gaussian Splatting (3DGS) has recently brought about a revolution in the field of neural rendering, facilitating high-quality renderings at real-time speed.
• 3D Feature Tracking via Event Camera
  1 Jan 2024 1 repository listed
  To achieve this our method leverages a joint framework to predict the 2D feature motion offsets and the 3D feature spatial position simultaneously.
• FastBlend: a Powerful Model-Free Toolkit Making Video Stylization Easier
  15 Nov 2023 1 repository listed
  In the interpolation mode, FastBlend surpasses video interpolation and model-based video processing approaches.
• RobustMat: Neural Diffusion for Street Landmark Patch Matching under Challenging Environments
  7 Nov 2023 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  For autonomous vehicles (AVs), visual perception techniques based on sensors like cameras play crucial roles in information acquisition and processing.
• Patch-Wise Self-Supervised Visual Representation Learning: A Fine-Grained Approach
  28 Oct 2023 1 repository listed
  To this end, we present a simple yet effective patch-matching algorithm to find the corresponding patches across the augmented views.
• 2D3D-MATR: 2D-3D Matching Transformer for Detection-free Registration between Images and Point Clouds
  10 Aug 2023 1 repository listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  The commonly adopted detect-then-match approach to registration finds difficulties in the cross-modality cases due to the incompatible keypoint detection and inconsistent feature description.
• Rerender A Video: Zero-Shot Text-Guided Video-to-Video Translation
  13 Jun 2023 1 repository listed
  The framework includes two parts: key frame translation and full video translation.
• HybridPoint: Point Cloud Registration Based on Hybrid Point Sampling and Matching
  29 Mar 2023 1 repository listed
  Firstly, we propose to use salient points with prominent local features as nodes to increase patch repeatability, and introduce some uniformly distributed points to complete the point cloud, thus constituting hybrid…
• Mask-Free Video Instance Segmentation
  28 Mar 2023 1 repository listed Syntology ran 0 of 8 samples · 8 unverified
  A consistency loss is then enforced on the found matches.
• Patch-Craft Self-Supervised Training for Correlated Image Denoising
  17 Nov 2022 1 repository listed
  Our algorithm constructs artificial patch-craft images from these bursts by patch matching and stitching, and the obtained crafted images are used as targets for the training.
• Generalized Closed-form Formulae for Feature-based Subpixel Alignment in Patch-based Matching
  2 Dec 2021 1 repository listed
  In this paper, we show that closed form formulae for subpixel disparity computation for the case of one dimensional matching, e.
• Sparse Spatial Transformers for Few-Shot Learning
  27 Sep 2021 1 repository listed Syntology ran 0 of 6 samples · 6 unverified
  Finally, we propose using an image patch-matching module to calculate the distance between dense local representations, thus determining which category the query image belongs to in the support set.
• Reconstructing occluded Elevation Information in Terrain Maps with Self-supervised Learning
  15 Sep 2021 1 repository listed
  We first evaluate a supervised learning approach on synthetic data for which we have the full ground-truth available and subsequently move to several real-world datasets.
• CANet: A Context-Aware Network for Shadow Removal
  23 Aug 2021 1 repository listed
  In this paper, we propose a novel two-stage context-aware network named CANet for shadow removal, in which the contextual information from non-shadow regions is transferred to shadow regions at the embedded feature…
• Patch Craft: Video Denoising by Deep Modeling and Patch Matching
  25 Mar 2021 1 repository listed Syntology ran 4 of 8 samples · 4 unverified · 8 pointer-only (licence)
  Our algorithm augments video sequences with patch-craft frames and feeds them to a CNN.
• Attention-Based Multimodal Image Matching
  20 Mar 2021 1 repository listed
  We propose an attention-based approach for multimodal image patch matching using a Transformer encoder attending to the feature maps of a multiscale Siamese CNN.

Syntology lines on 8 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.