Geometric Matching

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 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

1 dataset 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

26 shown of 26 papers with code (45 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.

• Toward Characteristic-Preserving Image-based Virtual Try-On Network
  20 Jul 2018 5 repositories listed Syntology ran 0 of 2 samples · 2 unverified
  Second, to alleviate boundary artifacts of warped clothes and make the results more realistic, we employ a Try-On Module that learns a composition mask to integrate the warped clothes and the rendered image to ensure…
• Convolutional neural network architecture for geometric matching
  16 Mar 2017 5 repositories listed Syntology ran 2 of 14 samples · 12 unverified · 2 pointer-only (licence)
  We address the problem of determining correspondences between two images in agreement with a geometric model such as an affine or thin-plate spline transformation, and estimating its parameters.
• Learning Accurate Dense Correspondences and When to Trust Them
  5 Jan 2021 4 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Establishing dense correspondences between a pair of images is an important and general problem.
• C-VTON: Context-Driven Image-Based Virtual Try-On Network
  8 Dec 2022 2 repositories listed
  At the core of the C-VTON pipeline are: (i) a geometric matching procedure that efficiently aligns the target clothing with the pose of the person in the input images, and (ii) a powerful image generator that utilizes…
• Correlation Verification for Image Retrieval
  4 Apr 2022 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Geometric verification is considered a de facto solution for the re-ranking task in image retrieval.
• GOCor: Bringing Globally Optimized Correspondence Volumes into Your Neural Network
  16 Sep 2020 2 repositories listed Syntology ran 18 of 22 samples · 4 unverified · 22 pointer-only (licence)
  We propose GOCor, a fully differentiable dense matching module, acting as a direct replacement to the feature correlation layer.
• GLU-Net: Global-Local Universal Network for Dense Flow and Correspondences
  11 Dec 2019 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Establishing dense correspondences between a pair of images is an important and general problem, covering geometric matching, optical flow and semantic correspondences.
• Discriminative Unsupervised Feature Learning with Exemplar Convolutional Neural Networks
  26 Jun 2014 2 repositories listed
  While such generic features cannot compete with class specific features from supervised training on a classification task, we show that they are advantageous on geometric matching problems, where they also outperform…
• The Utility of Hyperplane Angle Metric in Detecting Financial Concept Drift
  12 Jan 2025 1 repository listed
  For instance, our model outperforms the Weighted Increment-Decrement Support Vector Machine (WIDSVM), reducing the error rate by 4% and 1%, respectively.
• Boosting Multi-view Stereo with Late Cost Aggregation
  22 Jan 2024 1 repository listed
  To address this challenge, we present a late aggregation approach that allows for aggregating pairwise costs throughout the network feed-forward process, achieving accurate estimations with only minor changes of the…
• PMatch: Paired Masked Image Modeling for Dense Geometric Matching
  30 Mar 2023 1 repository listed Syntology ran 15 of 21 samples · 6 unverified · 21 pointer-only (licence)
  To resolve this, we reformulate the MIM from reconstructing a single masked image to reconstructing a pair of masked images, enabling the pretraining of transformer module.
• Rethinking Optical Flow from Geometric Matching Consistent Perspective
  15 Mar 2023 1 repository listed Syntology ran 2 of 7 samples · 5 unverified
  In this paper, we propose a rethinking to previous optical flow estimation.
• Geometric Visual Similarity Learning in 3D Medical Image Self-supervised Pre-training
  2 Mar 2023 1 repository listed
  We propose a novel visual similarity learning paradigm, Geometric Visual Similarity Learning, which embeds the prior of topological invariance into the measurement of the inter-image similarity for consistent…
• DKM: Dense Kernelized Feature Matching for Geometry Estimation
  1 Feb 2022 1 repository listed
  This changes with our novel dense method, which outperforms both dense and sparse methods on geometry estimation.
• Full Transformer Framework for Robust Point Cloud Registration with Deep Information Interaction
  17 Dec 2021 1 repository listed
  Recent Transformer-based methods have achieved advanced performance in point cloud registration by utilizing advantages of the Transformer in order-invariance and modeling dependency to aggregate information.
• ScaleNet: A Shallow Architecture for Scale Estimation
  9 Dec 2021 1 repository listed
  We formulate the scale estimation problem as a prediction of a probability distribution over scale factors.
• PDC-Net+: Enhanced Probabilistic Dense Correspondence Network
  28 Sep 2021 1 repository listed
  In order to apply dense methods to real-world applications, such as pose estimation, image manipulation, or 3D reconstruction, it is therefore crucial to estimate the confidence of the predicted matches.
• Convolutional Hough Matching Networks for Robust and Efficient Visual Correspondence
  11 Sep 2021 1 repository listed
  To validate the proposed techniques, we develop the neural network with CHM layers that perform convolutional matching in the space of translation and scaling.
• Object-Augmented RGB-D SLAM for Wide-Disparity Relocalisation
  5 Aug 2021 1 repository listed
  During the map construction, we use a pre-trained neural network to detect objects and estimate 6D poses from RGB-D data.
• Deep Matching Prior: Test-Time Optimization for Dense Correspondence
  6 Jun 2021 1 repository listed
  Conventional techniques to establish dense correspondences across visually or semantically similar images focused on designing a task-specific matching prior, which is difficult to model.
• Spatial Content Alignment For Pose Transfer
  31 Mar 2021 1 repository listed
  Due to unreliable geometric matching and content misalignment, most conventional pose transfer algorithms fail to generate fine-trained person images.
• Convolutional Hough Matching Networks
  31 Mar 2021 1 repository listed
  Despite advances in feature representation, leveraging geometric relations is crucial for establishing reliable visual correspondences under large variations of images.
• Learning Part Segmentation through Unsupervised Domain Adaptation from Synthetic Vehicles
  25 Mar 2021 1 repository listed
  We believe our dataset provides a rich testbed to study UDA for part segmentation and will help to significantly push forward research in this area.
• SieveNet: A Unified Framework for Robust Image-Based Virtual Try-On
  17 Jan 2020 1 repository listed
  An efficient framework for this is composed of two stages: (1) warping (transforming) the try-on cloth to align with the pose and shape of the target model, and (2) a texture transfer module to seamlessly integrate the…
• Self-Supervised 3D Keypoint Learning for Ego-motion Estimation
  7 Dec 2019 1 repository listed Syntology ran 1 of 9 samples · 8 unverified
  Detecting and matching robust viewpoint-invariant keypoints is critical for visual SLAM and Structure-from-Motion.
• ContextDesc: Local Descriptor Augmentation with Cross-Modality Context
  8 Apr 2019 1 repository listed
  Most existing studies on learning local features focus on the patch-based descriptions of individual keypoints, whereas neglecting the spatial relations established from their keypoint locations.

Syntology lines on 9 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.