Methods › Computer Vision › Semantic Segmentation Models › SegNet
SegNet
Introduced by Vijay Badrinarayanan et al. in SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
SegNet is a semantic segmentation model. This core trainable segmentation architecture consists of an encoder network, a corresponding decoder network followed by a pixel-wise classification layer. The architecture of the encoder network is topologically identical to the 13 convolutional layers in the VGG16 network. The role of the decoder network is to map the low resolution encoder feature maps to full input resolution feature maps for pixel-wise classification. The novelty of SegNet lies is in the manner in which the decoder upsamples its lower resolution input feature maps. Specifically, the decoder uses pooling indices computed in the max-pooling step of the corresponding encoder to perform non-linear upsampling.
Papers archive 2025-07-28
30 shown of 81, 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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Determination Of Structural Cracks Using Deep Learning Frameworks 3 Jul 2025 · 0 repositories · arXiv:2507.02416
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U-NetMN and SegNetMN: Modified U-Net and SegNet models for bimodal SAR image segmentation 5 Jun 2025 · 0 repositories · arXiv:2506.05444
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Med-2D SegNet: A Light Weight Deep Neural Network for Medical 2D Image Segmentation 20 Apr 2025 · 0 repositories · arXiv:2504.14715
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Role of the Pretraining and the Adaptation data sizes for low-resource real-time MRI video segmentation 20 Feb 2025 · 0 repositories · arXiv:2502.14418
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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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Synesthesia of Machines Based Multi-Modal Intelligent V2V Channel Model 13 Jan 2025 · 0 repositories · arXiv:2501.07333
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Multimodality Helps Few-Shot 3D Point Cloud Semantic Segmentation 29 Oct 2024 · 2 repositories · arXiv:2410.22489Syntology ran 0 of 3 samples · 3 unverified · 3 pointer-only (licence)
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Deep Learning tools to support deforestation monitoring in the Ivory Coast using SAR and Optical satellite imagery 16 Sep 2024 · 0 repositories · arXiv:2409.11186
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Post-Mortem Human Iris Segmentation Analysis with Deep Learning 6 Aug 2024 · 0 repositories · arXiv:2408.03448
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An Enhanced Encoder-Decoder Network Architecture for Reducing Information Loss in Image Semantic Segmentation 26 May 2024 · 0 repositories · arXiv:2406.01605
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Hybrid Multihead Attentive Unet-3D for Brain Tumor Segmentation 22 May 2024 · 0 repositories · arXiv:2405.13304
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Hierarchical SegNet with Channel and Context Attention for Accurate Lung Segmentation in Chest X-ray Images 20 May 2024 · 0 repositories · arXiv:2405.12318
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Medical Image Analysis for Detection, Treatment and Planning of Disease using Artificial Intelligence Approaches 18 May 2024 · 0 repositories · arXiv:2405.11295
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Intra-operative tumour margin evaluation in breast-conserving surgery with deep learning 16 Apr 2024 · 0 repositories · arXiv:2404.10600
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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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Moving Object Proposals with Deep Learned Optical Flow for Video Object Segmentation 14 Feb 2024 · 0 repositories · arXiv:2402.08882
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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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IARS SegNet: Interpretable Attention Residual Skip connection SegNet for melanoma segmentation 31 Oct 2023 · 0 repositories · arXiv:2310.20292
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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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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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A region and category confidence-based multi-task network for carotid ultrasound image segmentation and classification 2 Jul 2023 · 0 repositories · arXiv:2307.00583
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HeteroEdge: Addressing Asymmetry in Heterogeneous Collaborative Autonomous Systems 5 May 2023 · 0 repositories · arXiv:2305.03252
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A Preliminary Study of Deep Learning Sensor Fusion for Pedestrian Detection 21 Apr 2023 · 1 repository
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Improving Urban Flood Prediction using LSTM-DeepLabv3+ and Bayesian Optimization with Spatiotemporal feature fusion 19 Apr 2023 · 0 repositories · arXiv:2304.09994
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Bimodal SegNet: Instance Segmentation Fusing Events and RGB Frames for Robotic Grasping 20 Mar 2023 · 1 repository · arXiv:2303.11228
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Linear features segmentation from aerial images 23 Dec 2022 · 0 repositories · arXiv:2212.12327
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Segmentation of Weakly Visible Environmental Microorganism Images Using Pair-wise Deep Learning Features 31 Aug 2022 · 0 repositories · arXiv:2208.14957
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A novel method for data augmentation: Nine Dot Moving Least Square (ND-MLS) 24 Aug 2022 · 0 repositories · arXiv:2208.11532
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Towards Daily High-resolution Inundation Observations using Deep Learning and EO 10 Aug 2022 · 0 repositories · arXiv:2208.09135
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Application of Graph Based Features in Computer Aided Diagnosis for Histopathological Image Classification of Gastric Cancer 17 May 2022 · 0 repositories · arXiv:2205.08467
Tasks archive 2025-07-28
20 shown of 92 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