Methods › Computer Vision › Semantic Segmentation Models › ENet
ENet
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 is a semantic segmentation architecture which utilises a compact encoder-decoder architecture. Some design choices include:
- Using the SegNet approach to downsampling y saving indices of elements chosen in max pooling layers, and using them to produce sparse upsampled maps in the decoder.
- Early downsampling to optimize the early stages of the network and reduce the cost of processing large input frames. The first two blocks of ENet heavily reduce the input size, and use only a small set of feature maps.
- Using PReLUs as an activation function
- Using dilated convolutions
- Using Spatial Dropout
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
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