Methods › Computer Vision › Semantic Segmentation Models › SegFormer
SegFormer
Introduced by Enze Xie et al. in SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
SegFormer is a Transformer-based framework for semantic segmentation that unifies Transformers with lightweight multilayer perceptron (MLP) decoders. SegFormer has two appealing features: 1) SegFormer comprises a novel hierarchically structured Transformer encoder which outputs multiscale features. It does not need positional encoding, thereby avoiding the interpolation of positional codes which leads to decreased performance when the testing resolution differs from training. 2) SegFormer avoids complex decoders. The proposed MLP decoder aggregates information from different layers, and thus combining both local attention and global attention to render powerful representations.
Papers archive 2025-07-28
30 shown of 47, 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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From Pixels to Damage Severity: Estimating Earthquake Impacts Using Semantic Segmentation of Social Media Images 3 Jul 2025 · 0 repositories · arXiv:2507.02781
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Leveraging Modified Ex Situ Tomography Data for Segmentation of In Situ Synchrotron X-Ray Computed Tomography 27 Apr 2025 · 0 repositories · arXiv:2504.19200
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SAR Object Detection with Self-Supervised Pretraining and Curriculum-Aware Sampling 17 Apr 2025 · 0 repositories · arXiv:2504.13310
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Improving underwater semantic segmentation with underwater image quality attention and muti-scale aggregation attention 30 Mar 2025 · 1 repository · arXiv:2503.23422
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Comprehensive Evaluation of OCT-based Automated Segmentation of Retinal Layer, Fluid and Hyper-Reflective Foci: Impact on Diabetic Retinopathy Severity Assessment 3 Mar 2025 · 0 repositories · arXiv:2503.01248
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Cross-Model Transferability of Adversarial Patches in Real-time Segmentation for Autonomous Driving 22 Feb 2025 · 1 repository · arXiv:2502.16012
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Global Average Feature Augmentation for Robust Semantic Segmentation with Transformers 2 Dec 2024 · 0 repositories · arXiv:2412.01941
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SynDiff-AD: Improving Semantic Segmentation and End-to-End Autonomous Driving with Synthetic Data from Latent Diffusion Models 25 Nov 2024 · 0 repositories · arXiv:2411.16776
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Habaek: High-performance water segmentation through dataset expansion and inductive bias optimization 21 Oct 2024 · 1 repository · arXiv:2410.15794
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Risk Assessment for Autonomous Landing in Urban Environments using Semantic Segmentation 16 Oct 2024 · 0 repositories · arXiv:2410.12988
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Adapting Segment Anything Model to Melanoma Segmentation in Microscopy Slide Images 3 Oct 2024 · 0 repositories · arXiv:2410.02207
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Semantic Segmentation of Unmanned Aerial Vehicle Remote Sensing Images using SegFormer 1 Oct 2024 · 0 repositories · arXiv:2410.01092
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AMBER -- Advanced SegFormer for Multi-Band Image Segmentation: an application to Hyperspectral Imaging 14 Sep 2024 · 0 repositories · arXiv:2409.09386
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SHARP-Net: A Refined Pyramid Network for Deficiency Segmentation in Culverts and Sewer Pipes 2 Aug 2024 · 0 repositories · arXiv:2408.08879
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MagicBathyNet: A Multimodal Remote Sensing Dataset for Bathymetry Prediction and Pixel-based Classification in Shallow Waters 24 May 2024 · 1 repository · arXiv:2405.15477
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Segformer++: Efficient Token-Merging Strategies for High-Resolution Semantic Segmentation 23 May 2024 · 2 repositories · arXiv:2405.14467
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wmh_seg: Transformer based U-Net for Robust and Automatic White Matter Hyperintensity Segmentation across 1.5T, 3T and 7T 20 Feb 2024 · 1 repository · arXiv:2402.12701
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Kitchen Food Waste Image Segmentation and Classification for Compost Nutrients Estimation 26 Jan 2024 · 0 repositories · arXiv:2401.15175
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CaBuAr: California Burned Areas dataset for delineation 21 Jan 2024 · 1 repository · arXiv:2401.11519
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U-MixFormer: UNet-like Transformer with Mix-Attention for Efficient Semantic Segmentation 11 Dec 2023 · 1 repository · arXiv:2312.06272
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Enhancing Transformer-Based Segmentation for Breast Cancer Diagnosis using Auto-Augmentation and Search Optimisation Techniques 18 Nov 2023 · 0 repositories · arXiv:2311.11065
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Depth-guided Free-space Segmentation for a Mobile Robot 3 Nov 2023 · 0 repositories · arXiv:2311.01966
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MineSegSAT: An automated system to evaluate mining disturbed area extents from Sentinel-2 imagery 3 Nov 2023 · 1 repository · arXiv:2311.01676
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Robust Burned Area Delineation through Multitask Learning 15 Sep 2023 · 2 repositories · arXiv:2309.08368
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dacl10k: Benchmark for Semantic Bridge Damage Segmentation 1 Sep 2023 · 1 repository · arXiv:2309.00460
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FoSp: Focus and Separation Network for Early Smoke Segmentation 7 Jun 2023 · 1 repository · arXiv:2306.04474
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SAM for Poultry Science 17 May 2023 · 0 repositories · arXiv:2305.10254
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Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow 16 May 2023 · 1 repository · arXiv:2305.09610
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Radious: Unveiling the Enigma of Dental Radiology with BEIT Adaptor and Mask2Former in Semantic Segmentation 10 May 2023 · 0 repositories · arXiv:2305.06236
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Do Vision and Language Models Share Concepts? A Vector Space Alignment Study 13 Feb 2023 · 1 repository · arXiv:2302.06555Syntology ran 0 of 2 samples · 2 unverified
Tasks archive 2025-07-28
20 shown of 57 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