Methods › Computer Vision › Semantic Segmentation Models › FCN
Fully Convolutional Network
FCN
Introduced by Evan Shelhamer et al. in Fully Convolutional Networks for Semantic Segmentation
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Fully Convolutional Networks, or FCNs, are an architecture used mainly for semantic segmentation. They employ solely locally connected layers, such as convolution, pooling and upsampling. Avoiding the use of dense layers means less parameters (making the networks faster to train). It also means an FCN can work for variable image sizes given all connections are local.
The network consists of a downsampling path, used to extract and interpret the context, and an upsampling path, which allows for localization.
FCNs also employ skip connections to recover the fine-grained spatial information lost in the downsampling path.
Papers archive 2025-07-28
30 shown of 285, 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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Optimized Unet with Attention Mechanism for Multi-Scale Semantic Segmentation 6 Feb 2025 · 0 repositories · arXiv:2502.03813
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An End-to-End Approach for Korean Wakeword Systems with Speaker Authentication 21 Jan 2025 · 2 repositories · arXiv:2501.12194
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Geospatial Data Fusion: Combining Lidar, SAR, and Optical Imagery with AI for Enhanced Urban Mapping 25 Dec 2024 · 0 repositories · arXiv:2412.18994
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On How Iterative Magnitude Pruning Discovers Local Receptive Fields in Fully Connected Neural Networks 9 Dec 2024 · 0 repositories · arXiv:2412.06545
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Exploring Fully Convolutional Networks for the Segmentation of Hyperspectral Imaging Applied to Advanced Driver Assistance Systems 5 Dec 2024 · 0 repositories · arXiv:2412.03982
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Rapid Deployment of Domain-specific Hyperspectral Image Processors with Application to Autonomous Driving 26 Nov 2024 · 0 repositories · arXiv:2411.17543
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SatVision-TOA: A Geospatial Foundation Model for Coarse-Resolution All-Sky Remote Sensing Imagery 26 Nov 2024 · 1 repository · arXiv:2411.17000
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Multimodal 3D Brain Tumor Segmentation with Adversarial Training and Conditional Random Field 21 Nov 2024 · 0 repositories · arXiv:2411.14418
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Self-Supervised Learning of Grasping Arbitrary Objects On-the-Move 15 Nov 2024 · 0 repositories · arXiv:2411.09904
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An Augmentation-based Model Re-adaptation Framework for Robust Image Segmentation 14 Sep 2024 · 0 repositories · arXiv:2409.09530
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Image Segmentation in Foundation Model Era: A Survey 23 Aug 2024 · 1 repository · arXiv:2408.12957
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Enhancing Tree Type Detection in Forest Fire Risk Assessment: Multi-Stage Approach and Color Encoding with Forest Fire Risk Evaluation Framework for UAV Imagery 27 Jul 2024 · 0 repositories · arXiv:2407.19184
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FCN: Fusing Exponential and Linear Cross Network for Click-Through Rate Prediction 18 Jul 2024 · 2 repositories · arXiv:2407.13349
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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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Transformers Provably Learn Sparse Token Selection While Fully-Connected Nets Cannot 11 Jun 2024 · 0 repositories · arXiv:2406.06893
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Improving Prediction Accuracy of Semantic Segmentation Methods Using Convolutional Autoencoder Based Pre-processing Layers 19 Apr 2024 · 0 repositories · arXiv:2404.12718
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Fast Diffeomorphic Image Registration using Patch based Fully Convolutional Networks 5 Apr 2024 · 0 repositories · arXiv:2404.04244
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Multiscale Low-Frequency Memory Network for Improved Feature Extraction in Convolutional Neural Networks 13 Mar 2024 · 1 repository · arXiv:2403.08157
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High-speed Low-consumption sEMG-based Transient-state micro-Gesture Recognition 4 Mar 2024 · 0 repositories · arXiv:2403.06998
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Graph convolutional network as a fast statistical emulator for numerical ice sheet modeling 7 Feb 2024 · 0 repositories · arXiv:2402.05291
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Vertical Federated Image Segmentation 15 Jan 2024 · 0 repositories · arXiv:2401.07931
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Horizontal Federated Computer Vision 31 Dec 2023 · 0 repositories · arXiv:2401.00390
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Brain-Inspired Visual Odometry: Balancing Speed and Interpretability through a System of Systems Approach 20 Dec 2023 · 1 repository · arXiv:2312.13162
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AttenScribble: Attentive Similarity Learning for Scribble-Supervised Medical Image Segmentation 11 Dec 2023 · 0 repositories · arXiv:2312.06614
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MaskConver: Revisiting Pure Convolution Model for Panoptic Segmentation 11 Dec 2023 · 1 repository · arXiv:2312.06052
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Tool Wear Segmentation in Blanking Processes with Fully Convolutional Networks based Digital Image Processing 6 Oct 2023 · 0 repositories · arXiv:2311.12841
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Diagnosis of Scalp Disorders using Machine Learning and Deep Learning Approach -- A Review 14 Aug 2023 · 0 repositories · arXiv:2308.07052
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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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Object-based Probabilistic Similarity Evidence of Sparse Latent Features from Fully Convolutional Networks 25 Jul 2023 · 0 repositories · arXiv:2307.13606
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Patch-CNN: Training data-efficient deep learning for high-fidelity diffusion tensor estimation from minimal diffusion protocols 3 Jul 2023 · 0 repositories · arXiv:2307.01346
Tasks archive 2025-07-28
20 shown of 236 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