Methods › Computer Vision › Image Model Blocks › ENet Bottleneck
ENet Bottleneck
Introduced by Adam Paszke et al. in ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
ENet Bottleneck is an image model block used in the ENet semantic segmentation architecture. Each block consists of three convolutional layers: a 1 × 1 projection that reduces the dimensionality, a main convolutional layer, and a 1 × 1 expansion. We place Batch Normalization and PReLU between all convolutions. If the bottleneck is downsampling, a max pooling layer is added to the main branch. Also, the first 1 × 1 projection is replaced with a 2 × 2 convolution with stride 2 in both dimensions. We zero pad the activations, to match the number of feature maps.
Papers archive 2025-07-28
24 shown of 24, 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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Early Explorations of Lightweight Models for Wound Segmentation on Mobile Devices 10 Jul 2024 · 0 repositories · arXiv:2407.07605
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DocReal: Robust Document Dewarping of Real-Life Images via Attention-Enhanced Control Point Prediction 1 Dec 2023 · 3 repositories
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Resource Constrained Semantic Segmentation for Waste Sorting 30 Oct 2023 · 1 repository · arXiv:2310.19407
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Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml 16 May 2022 · 0 repositories · arXiv:2205.07690
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Efficient Accelerator for Dilated and Transposed Convolution with Decomposition 2 May 2022 · 0 repositories · arXiv:2205.02103
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Improving evidential deep learning via multi-task learning 17 Dec 2021 · 1 repository · arXiv:2112.09368
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Deep Learning Based Cardiac MRI Segmentation: Do We Need Experts? 23 Jul 2021 · 0 repositories · arXiv:2107.11447
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MyFood: A Food Segmentation and Classification System to Aid Nutritional Monitoring 5 Dec 2020 · 0 repositories · arXiv:2012.03087
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Importance-Aware Semantic Segmentation in Self-Driving with Discrete Wasserstein Training 21 Oct 2020 · 0 repositories · arXiv:2010.12440
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Reinforced Wasserstein Training for Severity-Aware Semantic Segmentation in Autonomous Driving 11 Aug 2020 · 0 repositories · arXiv:2008.04751
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Deep Learning-based Aerial Image Segmentation with Open Data for Disaster Impact Assessment 10 Jun 2020 · 0 repositories · arXiv:2006.05575
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Comparison of UNet, ENet, and BoxENet for Segmentation of Mast Cells in Scans of Histological Slices 15 Sep 2019 · 0 repositories · arXiv:1909.06840
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Learning Lightweight Lane Detection CNNs by Self Attention Distillation 2 Aug 2019 · 2 repositories · arXiv:1908.00821Syntology ran 2 of 8 samples · 6 unverified
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DENet: A Universal Network for Counting Crowd with Varying Densities and Scales 17 Apr 2019 · 0 repositories · arXiv:1904.08056
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Real time backbone for semantic segmentation 16 Mar 2019 · 0 repositories · arXiv:1903.06922
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DSNet for Real-Time Driving Scene Semantic Segmentation 6 Dec 2018 · 0 repositories · arXiv:1812.07049
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Efficient Semantic Segmentation for Visual Bird's-eye View Interpretation 29 Nov 2018 · 0 repositories · arXiv:1811.12008
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SNAP: A semismooth Newton algorithm for pathwise optimization with optimal local convergence rate and oracle properties 9 Oct 2018 · 0 repositories · arXiv:1810.03814
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A Dataset of Laryngeal Endoscopic Images with Comparative Study on Convolution Neural Network Based Semantic Segmentation 16 Jul 2018 · 1 repository · arXiv:1807.06081
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Mapping Road Lanes Using Laser Remission and Deep Neural Networks 27 Apr 2018 · 0 repositories · arXiv:1804.10662
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Computationally efficient cardiac views projection using 3D Convolutional Neural Networks 3 Nov 2017 · 0 repositories · arXiv:1711.01345
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Fast Scene Understanding for Autonomous Driving 8 Aug 2017 · 1 repository · arXiv:1708.02550
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FastVentricle: Cardiac Segmentation with ENet 13 Apr 2017 · 0 repositories · arXiv:1704.04296
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ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation 7 Jun 2016 · 49 repositories · arXiv:1606.02147Syntology ran 5 of 30 samples · 25 unverified
Tasks archive 2025-07-28
20 shown of 38 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