Methods › Computer Vision › Image Model Blocks › PnP
PnP
Introduced by Tao Wang et al. in PnP-DETR: Towards Efficient Visual Analysis with Transformers
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
PnP, or Poll and Pool, is sampling module extension for DETR-type architectures that adaptively allocates its computation spatially to be more efficient. Concretely, the PnP module abstracts the image feature map into fine foreground object feature vectors and a small number of coarse background contextual feature vectors. The transformer models information interaction within the fine-coarse feature space and translates the features into the detection result.
Papers archive 2025-07-28
30 shown of 114, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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GKNet: Graph-based Keypoints Network for Monocular Pose Estimation of Non-cooperative Spacecraft 15 Jul 2025 · 1 repository · arXiv:2507.11077
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Plug-and-Play with 2.5D Artifact Reduction Prior for Fast and Accurate Industrial Computed Tomography Reconstruction 17 Jun 2025 · 0 repositories · arXiv:2506.14719
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Optimization-Free Universal Watermark Forgery with Regenerative Diffusion Models 6 Jun 2025 · 1 repository · arXiv:2506.06018
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Proximal Algorithm Unrolling: Flexible and Efficient Reconstruction Networks for Single-Pixel Imaging 29 May 2025 · 1 repository · arXiv:2505.23180Syntology ran 6 of 9 samples · 3 unverified
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Plug-and-Play Posterior Sampling for Blind Inverse Problems 28 May 2025 · 0 repositories · arXiv:2505.22923
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Linear Convergence of Plug-and-Play Algorithms with Kernel Denoisers 21 May 2025 · 1 repository · arXiv:2505.15318
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Learning Cocoercive Conservative Denoisers via Helmholtz Decomposition for Poisson Inverse Problems 13 May 2025 · 0 repositories · arXiv:2505.08909
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Corr2Distrib: Making Ambiguous Correspondences an Ally to Predict Reliable 6D Pose Distributions 5 May 2025 · 0 repositories · arXiv:2505.02501
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PG-DPIR: An efficient plug-and-play method for high-count Poisson-Gaussian inverse problems 14 Apr 2025 · 0 repositories · arXiv:2504.10375
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BoxDreamer: Dreaming Box Corners for Generalizable Object Pose Estimation 10 Apr 2025 · 0 repositories · arXiv:2504.07955
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Co-op: Correspondence-based Novel Object Pose Estimation 22 Mar 2025 · 0 repositories · arXiv:2503.17731
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Deep End-to-End Posterior ENergy (DEEPEN) for image recovery 21 Mar 2025 · 0 repositories · arXiv:2503.17244
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Efficient Bayesian Computation Using Plug-and-Play Priors for Poisson Inverse Problems 20 Mar 2025 · 0 repositories · arXiv:2503.16222
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Foundation Feature-Driven Online End-Effector Pose Estimation: A Marker-Free and Learning-Free Approach 18 Mar 2025 · 0 repositories · arXiv:2503.14051
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Deep Learning-based OTFS Channel Estimation and Symbol Detection with Plug and Play Framework 14 Mar 2025 · 0 repositories · arXiv:2503.11102
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GigaSLAM: Large-Scale Monocular SLAM with Hierarchical Gaussian Splats 11 Mar 2025 · 1 repository · arXiv:2503.08071
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AxisPose: Model-Free Matching-Free Single-Shot 6D Object Pose Estimation via Axis Generation 9 Mar 2025 · 0 repositories · arXiv:2503.06660
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Reconciling Stochastic and Deterministic Strategies for Zero-shot Image Restoration using Diffusion Model in Dual 3 Mar 2025 · 1 repository · arXiv:2503.01288Syntology ran 1 of 7 samples · 6 unverified · 7 pointer-only (licence)
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EVLoc: Event-based Visual Localization in LiDAR Maps via Event-Depth Registration 28 Feb 2025 · 1 repository · arXiv:2503.00167
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A Monocular Event-Camera Motion Capture System 17 Feb 2025 · 0 repositories · arXiv:2502.12113
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Radio Map Estimation via Latent Domain Plug-and-Play Denoising 23 Jan 2025 · 1 repository · arXiv:2501.13472
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Convergent Primal-Dual Plug-and-Play Image Restoration: A General Algorithm and Applications 7 Jan 2025 · 1 repository · arXiv:2501.03780
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Plug-and-Play Priors as a Score-Based Method 15 Dec 2024 · 1 repository · arXiv:2412.11108
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Plug-and-Play Half-Quadratic Splitting for Ptychography 3 Dec 2024 · 0 repositories · arXiv:2412.02548
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FiRe: Fixed-points of Restoration Priors for Solving Inverse Problems 28 Nov 2024 · 1 repository · arXiv:2411.18970Syntology ran 1 of 1 samples · 0 unverified
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Robust plug-and-play methods for highly accelerated non-Cartesian MRI reconstruction 4 Nov 2024 · 0 repositories · arXiv:2411.01955
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Evaluating the Posterior Sampling Ability of Plug&Play Diffusion Methods in Sparse-View CT 21 Oct 2024 · 0 repositories · arXiv:2410.21301
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LoGS: Visual Localization via Gaussian Splatting with Fewer Training Images 15 Oct 2024 · 0 repositories · arXiv:2410.11505
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PnP-Flow: Plug-and-Play Image Restoration with Flow Matching 3 Oct 2024 · 1 repository · arXiv:2410.02423
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DynaWeightPnP: Toward global real-time 3D-2D solver in PnP without correspondences 27 Sep 2024 · 0 repositories · arXiv:2409.18457
Tasks archive 2025-07-28
20 shown of 102 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections