Methods › Computer Vision › Semantic Segmentation Models › DeepLab
DeepLab
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
DeepLab is a semantic segmentation architecture. First, the input image goes through the network with the use of dilated convolutions. Then the output from the network is bilinearly interpolated and goes through the fully connected CRF to fine tune the result we obtain the final predictions.
Papers archive 2025-07-28
30 shown of 55, 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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Weakly-supervised Localization of Manipulated Image Regions Using Multi-resolution Learned Features 29 May 2025 · 0 repositories · arXiv:2505.23586
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Deep learning approaches to surgical video segmentation and object detection: A Scoping Review 23 Feb 2025 · 0 repositories · arXiv:2502.16459
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AI Driven Water Segmentation with deep learning models for Enhanced Flood Monitoring 14 Jan 2025 · 1 repository · arXiv:2501.08266
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Hyperspectral Imaging-Based Perception in Autonomous Driving Scenarios: Benchmarking Baseline Semantic Segmentation Models 29 Oct 2024 · 1 repository · arXiv:2410.22101
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Automated Road Extraction from Satellite Imagery Integrating Dense Depthwise Dilated Separable Spatial Pyramid Pooling with DeepLabV3+ 18 Oct 2024 · 0 repositories · arXiv:2410.14836
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Squeeze-and-Remember Block 1 Oct 2024 · 0 repositories · arXiv:2410.00823
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ELA: Efficient Local Attention for Deep Convolutional Neural Networks 2 Mar 2024 · 0 repositories · arXiv:2403.01123
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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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Automating global landslide detection with heterogeneous ensemble deep-learning classification 12 Sep 2023 · 0 repositories · arXiv:2310.05959
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Semantic Validation in Structure from Motion 5 Apr 2023 · 1 repository · arXiv:2304.02420
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I2F: A Unified Image-to-Feature Approach for Domain Adaptive Semantic Segmentation 3 Jan 2023 · 0 repositories · arXiv:2301.01149
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Hypergraph Convolutional Networks for Weakly-Supervised Semantic Segmentation 11 Oct 2022 · 0 repositories · arXiv:2210.05564
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Automated segmentation of microvessels in intravascular OCT images using deep learning 1 Oct 2022 · 0 repositories · arXiv:2210.00166
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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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TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation 1 Aug 2022 · 1 repository · arXiv:2208.00713
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Waymo Open Dataset: Panoramic Video Panoptic Segmentation 15 Jun 2022 · 1 repository · arXiv:2206.07704
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DooDLeNet: Double DeepLab Enhanced Feature Fusion for Thermal-color Semantic Segmentation 21 Apr 2022 · 0 repositories · arXiv:2204.10266
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FTNet: Feature Transverse Network for Thermal Image Semantic Segmentation 26 Oct 2021 · 1 repository
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Estimation of Road Boundary for Intelligent Vehicles Based on DeepLabV3+ Architecture 24 Aug 2021 · 1 repository
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A system of vision sensor based deep neural networks for complex driving scene analysis in support of crash risk assessment and prevention 18 Jun 2021 · 2 repositories · arXiv:2106.10319
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DeepLab2: A TensorFlow Library for Deep Labeling 17 Jun 2021 · 4 repositories · arXiv:2106.09748
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Deep ensembles based on Stochastic Activation Selection for Polyp Segmentation 2 Apr 2021 · 0 repositories · arXiv:2104.00850
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Adversarial Feature Augmentation and Normalization for Visual Recognition 22 Mar 2021 · 1 repository · arXiv:2103.12171Syntology ran 0 of 11 samples · 11 unverified
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RethNet: Object-by-Object Learning for Detecting Facial Skin Problems 6 Jan 2021 · 0 repositories · arXiv:2101.02127
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Deep learning model trained on mobile phone-acquired frozen section images effectively detects basal cell carcinoma 22 Nov 2020 · 0 repositories · arXiv:2011.11081
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Deep LF-Net: Semantic Lung Segmentation from Indian Chest Radiographs Including Severely Unhealthy Images 19 Nov 2020 · 0 repositories · arXiv:2011.09695
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Task-Adaptive Feature Transformer for Few-Shot Segmentation 22 Oct 2020 · 0 repositories · arXiv:2010.11437
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Multi-Attention-Network for Semantic Segmentation of Fine Resolution Remote Sensing Images 3 Sep 2020 · 0 repositories · arXiv:2009.02130
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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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MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed Images 26 Jul 2020 · 2 repositories · arXiv:2007.13083
Tasks archive 2025-07-28
20 shown of 74 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