Methods › Computer Vision › Semantic Segmentation Modules › Pyramid Pooling Module
Pyramid Pooling Module
Introduced by Hengshuang Zhao et al. in Pyramid Scene Parsing Network
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A Pyramid Pooling Module is a module for semantic segmentation which acts as an effective global contextual prior. The motivation is that the problem of using a convolutional network like a ResNet is that, while the receptive field is already larger than the input image, the empirical receptive field is much smaller than the theoretical one especially on high-level layers. This makes many networks not sufficiently incorporate the momentous global scenery prior.
The PPM is an effective global prior representation that addresses this problem. It contains information with different scales and varying among different sub-regions. Using our 4-level pyramid, the pooling kernels cover the whole, half of, and small portions of the image. They are fused as the global prior. Then we concatenate the prior with the original feature map in the final part.
Papers archive 2025-07-28
30 shown of 75, 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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Semantic segmentation for building houses from wooden cubes 28 Mar 2025 · 0 repositories · arXiv:2503.22125
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Optimized Unet with Attention Mechanism for Multi-Scale Semantic Segmentation 6 Feb 2025 · 0 repositories · arXiv:2502.03813
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Threshold Attention Network for Semantic Segmentation of Remote Sensing Images 14 Jan 2025 · 0 repositories · arXiv:2501.07984
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Parking Space Detection in the City of Granada 11 Jan 2025 · 1 repository · arXiv:2501.06651
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Understanding Spatio-Temporal Relations in Human-Object Interaction using Pyramid Graph Convolutional Network 10 Oct 2024 · 0 repositories · arXiv:2410.07912
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A Surprisingly Simple Approach to Generalized Few-Shot Semantic Segmentation 26 Sep 2024 · 1 repository
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A Comparative Analysis of CNN-based Deep Learning Models for Landslide Detection 3 Aug 2024 · 0 repositories · arXiv:2408.01692
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Make a Strong Teacher with Label Assistance: A Novel Knowledge Distillation Approach for Semantic Segmentation 18 Jul 2024 · 1 repository · arXiv:2407.13254
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High-Resolution Cloud Detection Network 10 Jul 2024 · 1 repository · arXiv:2407.07365
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Evaluation of Deep Learning Semantic Segmentation for Land Cover Mapping on Multispectral, Hyperspectral and High Spatial Aerial Imagery 20 Jun 2024 · 0 repositories · arXiv:2406.14220
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Reparameterizable Dual-Resolution Network for Real-time Semantic Segmentation 18 Jun 2024 · 1 repository · arXiv:2406.12496
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MarsSeg: Mars Surface Semantic Segmentation with Multi-level Extractor and Connector 5 Apr 2024 · 0 repositories · arXiv:2404.04155
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Fuzzy Rank-based Late Fusion Technique for Cytology image Segmentation 16 Mar 2024 · 0 repositories · arXiv:2403.10884
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Generative Denoise Distillation: Simple Stochastic Noises Induce Efficient Knowledge Transfer for Dense Prediction 16 Jan 2024 · 1 repository · arXiv:2401.08332
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A knowledge-based data-driven (KBDD) framework for all-day identification of cloud types using satellite remote sensing 1 Dec 2023 · 0 repositories · arXiv:2312.00308
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Equirectangular image construction method for standard CNNs for Semantic Segmentation 13 Oct 2023 · 0 repositories · arXiv:2310.09122
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Spatial-Assistant Encoder-Decoder Network for Real Time Semantic Segmentation 19 Sep 2023 · 1 repository · arXiv:2309.10519
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Evaluation Kidney Layer Segmentation on Whole Slide Imaging using Convolutional Neural Networks and Transformers 5 Sep 2023 · 0 repositories · arXiv:2309.02563
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Image Segmentation Keras : Implementation of Segnet, FCN, UNet, PSPNet and other models in Keras 25 Jul 2023 · 2 repositories · arXiv:2307.13215
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SSSegmenation: An Open Source Supervised Semantic Segmentation Toolbox Based on PyTorch 26 May 2023 · 1 repository · arXiv:2305.17091
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A Simple and Generic Framework for Feature Distillation via Channel-wise Transformation 23 Mar 2023 · 0 repositories · arXiv:2303.13212
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An End-to-End Two-Phase Deep Learning-Based workflow to Segment Man-made Objects Around Reservoirs 7 Feb 2023 · 0 repositories · arXiv:2302.03282
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Efficient and Effective Methods for Mixed Precision Neural Network Quantization for Faster, Energy-efficient Inference 30 Jan 2023 · 0 repositories · arXiv:2301.13330
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Localized Semantic Feature Mixers for Efficient Pedestrian Detection in Autonomous Driving 1 Jan 2023 · 0 repositories
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LOANet: A Lightweight Network Using Object Attention for Extracting Buildings and Roads from UAV Aerial Remote Sensing Images 16 Dec 2022 · 1 repository · arXiv:2212.08490
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A Strong Baseline for Generalized Few-Shot Semantic Segmentation 25 Nov 2022 · 2 repositories · arXiv:2211.14126
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DoubleU-NetPlus: A Novel Attention and Context Guided Dual U-Net with Multi-Scale Residual Feature Fusion Network for Semantic Segmentation of Medical Images 25 Nov 2022 · 0 repositories · arXiv:2211.14235
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Road Rutting Detection using Deep Learning on Images 28 Sep 2022 · 0 repositories · arXiv:2209.14225
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MassMIND: Massachusetts Maritime INfrared Dataset 9 Sep 2022 · 1 repository · arXiv:2209.04097
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Landslide4Sense: Reference Benchmark Data and Deep Learning Models for Landslide Detection 1 Jun 2022 · 0 repositories · arXiv:2206.00515
Tasks archive 2025-07-28
20 shown of 81 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
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