Methods › Computer Vision › Vision Transformers › Swin Transformer
Swin Transformer
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The Swin Transformer is a type of Vision Transformer. It builds hierarchical feature maps by merging image patches (shown in gray) in deeper layers and has linear computation complexity to input image size due to computation of self-attention only within each local window (shown in red). It can thus serve as a general-purpose backbone for both image classification and dense recognition tasks. In contrast, previous vision Transformers produce feature maps of a single low resolution and have quadratic computation complexity to input image size due to computation of self-attention globally.
Papers archive 2025-07-28
30 shown of 416, 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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MD-ViSCo: A Unified Model for Multi-Directional Vital Sign Waveform Conversion 10 Jun 2025 · 1 repository · arXiv:2506.08357
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MedMoE: Modality-Specialized Mixture of Experts for Medical Vision-Language Understanding 10 Jun 2025 · 0 repositories · arXiv:2506.08356
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Multi-modal brain MRI synthesis based on SwinUNETR 3 Jun 2025 · 0 repositories · arXiv:2506.02467
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Deep Modeling and Optimization of Medical Image Classification 29 May 2025 · 1 repository · arXiv:2505.23040
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AgriFM: A Multi-source Temporal Remote Sensing Foundation Model for Crop Mapping 27 May 2025 · 1 repository · arXiv:2505.21357
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Structured Initialization for Vision Transformers 26 May 2025 · 0 repositories · arXiv:2505.19985
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Explainable Anatomy-Guided AI for Prostate MRI: Foundation Models and In Silico Clinical Trials for Virtual Biopsy-based Risk Assessment 23 May 2025 · 0 repositories · arXiv:2505.17971
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Fusion of Foundation and Vision Transformer Model Features for Dermatoscopic Image Classification 22 May 2025 · 0 repositories · arXiv:2505.16338
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Swin Transformer for Robust CGI Images Detection: Intra- and Inter-Dataset Analysis across Multiple Color Spaces 22 May 2025 · 0 repositories · arXiv:2505.16253
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Multi-Channel Swin Transformer Framework for Bearing Remaining Useful Life Prediction 20 May 2025 · 0 repositories · arXiv:2505.14897
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CheX-DS: Improving Chest X-ray Image Classification with Ensemble Learning Based on DenseNet and Swin Transformer 16 May 2025 · 0 repositories · arXiv:2505.11168
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A Deep Learning-Driven Inhalation Injury Grading Assistant Using Bronchoscopy Images 13 May 2025 · 0 repositories · arXiv:2505.08517
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Technical Report for ICRA 2025 GOOSE 2D Semantic Segmentation Challenge: Leveraging Color Shift Correction, RoPE-Swin Backbone, and Quantile-based Label Denoising Strategy for Robust Outdoor Scene Understanding 11 May 2025 · 0 repositories · arXiv:2505.06991
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DFEN: Dual Feature Equalization Network for Medical Image Segmentation 9 May 2025 · 1 repository · arXiv:2505.05913
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Balancing Accuracy, Calibration, and Efficiency in Active Learning with Vision Transformers Under Label Noise 7 May 2025 · 0 repositories · arXiv:2505.04375
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SwinLip: An Efficient Visual Speech Encoder for Lip Reading Using Swin Transformer 7 May 2025 · 0 repositories · arXiv:2505.04394
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Enhancing DR Classification with Swin Transformer and Shifted Window Attention 20 Apr 2025 · 0 repositories · arXiv:2504.15317
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SatelliteCalculator: A Multi-Task Vision Foundation Model for Quantitative Remote Sensing Inversion 18 Apr 2025 · 0 repositories · arXiv:2504.13442
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Towards Accurate and Interpretable Neuroblastoma Diagnosis via Contrastive Multi-scale Pathological Image Analysis 18 Apr 2025 · 1 repository · arXiv:2504.13754
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Deep Learning-based Bathymetry Retrieval without In-situ Depths using Remote Sensing Imagery and SfM-MVS DSMs with Data Gaps 15 Apr 2025 · 1 repository · arXiv:2504.11416
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Foundation Models For Seismic Data Processing: An Extensive Review 31 Mar 2025 · 1 repository · arXiv:2503.24166
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Camera Model Identification with SPAIR-Swin and Entropy based Non-Homogeneous Patches 28 Mar 2025 · 0 repositories · arXiv:2503.22120
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Context-Aware Semantic Segmentation: Enhancing Pixel-Level Understanding with Large Language Models for Advanced Vision Applications 25 Mar 2025 · 0 repositories · arXiv:2503.19276
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iNatAg: Multi-Class Classification Models Enabled by a Large-Scale Benchmark Dataset with 4.7M Images of 2,959 Crop and Weed Species 25 Mar 2025 · 1 repository · arXiv:2503.20068
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Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing 20 Mar 2025 · 1 repository · arXiv:2503.16134
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Alzheimer's Disease Classification Using Retinal OCT: TransnetOCT and Swin Transformer Models 14 Mar 2025 · 0 repositories · arXiv:2503.11511
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Finding the Muses: Identifying Coresets through Loss Trajectories 12 Mar 2025 · 0 repositories · arXiv:2503.09721
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QUIET-SR: Quantum Image Enhancement Transformer for Single Image Super-Resolution 11 Mar 2025 · 0 repositories · arXiv:2503.08759
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Fish2Mesh Transformer: 3D Human Mesh Recovery from Egocentric Vision 8 Mar 2025 · 0 repositories · arXiv:2503.06089
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ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation 5 Mar 2025 · 1 repository · arXiv:2503.03327
Tasks archive 2025-07-28
20 shown of 353 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