Methods › Computer Vision › Medical Image Models › UNETR
UNet Transformer
UNETR
Introduced by Ali Hatamizadeh et al. in UNETR: Transformers for 3D Medical Image Segmentation
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
UNETR, or UNet Transformer, is a Transformer-based architecture for medical image segmentation that utilizes a pure transformer as the encoder to learn sequence representations of the input volume -- effectively capturing the global multi-scale information. The transformer encoder is directly connected to a decoder via skip connections at different resolutions like a U-Net to compute the final semantic segmentation output.
Papers archive 2025-07-28
30 shown of 49, 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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Physics-Guided Radiotherapy Treatment Planning with Deep Learning 23 Jun 2025 · 0 repositories · arXiv:2506.19880
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Improving Prostate Gland Segmenting Using Transformer based Architectures 16 Jun 2025 · 0 repositories · arXiv:2506.14844
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Efficient Parameter Adaptation for Multi-Modal Medical Image Segmentation and Prognosis 18 Apr 2025 · 0 repositories · arXiv:2504.13645
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Uncertainty-Guided Coarse-to-Fine Tumor Segmentation with Anatomy-Aware Post-Processing 16 Apr 2025 · 0 repositories · arXiv:2504.12215
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Multi-encoder nnU-Net outperforms Transformer models with self-supervised pretraining 4 Apr 2025 · 0 repositories · arXiv:2504.03474
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Cross-Attention Fusion of MRI and Jacobian Maps for Alzheimer's Disease Diagnosis 1 Mar 2025 · 0 repositories · arXiv:2503.00586
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Cancer-Net PCa-Seg: Benchmarking Deep Learning Models for Prostate Cancer Segmentation Using Synthetic Correlated Diffusion Imaging 15 Jan 2025 · 0 repositories · arXiv:2501.09185
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UNetVL: Enhancing 3D Medical Image Segmentation with Chebyshev KAN Powered Vision-LSTM 13 Jan 2025 · 1 repository · arXiv:2501.07017
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A fuzzy rank-based ensemble of CNN models for MRI segmentation 28 Dec 2024 · 1 repository
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RADARSAT Constellation Mission Compact Polarisation SAR Data for Burned Area Mapping with Deep Learning 16 Dec 2024 · 0 repositories · arXiv:2412.11561
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Enhancing Crop Segmentation in Satellite Image Time Series with Transformer Networks 2 Dec 2024 · 0 repositories · arXiv:2412.01944
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SASWISE-UE: Segmentation and Synthesis with Interpretable Scalable Ensembles for Uncertainty Estimation 8 Nov 2024 · 0 repositories · arXiv:2411.05324
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Multi-temporal crack segmentation in concrete structure using deep learning approaches 7 Nov 2024 · 0 repositories · arXiv:2411.04620
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Optimizing Medical Image Segmentation with Advanced Decoder Design 5 Oct 2024 · 1 repository · arXiv:2410.04128
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Going Beyond U-Net: Assessing Vision Transformers for Semantic Segmentation in Microscopy Image Analysis 25 Sep 2024 · 0 repositories · arXiv:2409.16940
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Model Ensemble for Brain Tumor Segmentation in Magnetic Resonance Imaging 12 Sep 2024 · 1 repository · arXiv:2409.08232
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MOSMOS: Multi-organ segmentation facilitated by medical report supervision 4 Sep 2024 · 0 repositories · arXiv:2409.02418
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Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image Segmentation 5 Aug 2024 · 1 repository · arXiv:2408.02761
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UKAN-EP: Enhancing U-KAN with Efficient Attention and Pyramid Aggregation for 3D Multi-Modal MRI Brain Tumor Segmentation 1 Aug 2024 · 1 repository · arXiv:2408.00273
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SegStitch: Multidimensional Transformer for Robust and Efficient Medical Imaging Segmentation 1 Aug 2024 · 1 repository · arXiv:2408.00496
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Knowledge-Guided Prompt Learning for Lifespan Brain MR Image Segmentation 31 Jul 2024 · 0 repositories · arXiv:2407.21328
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LoRA-PT: Low-Rank Adapting UNETR for Hippocampus Segmentation Using Principal Tensor Singular Values and Vectors 16 Jul 2024 · 1 repository · arXiv:2407.11292
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BraTS-PEDs: Results of the Multi-Consortium International Pediatric Brain Tumor Segmentation Challenge 2023 11 Jul 2024 · 0 repositories · arXiv:2407.08855
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Swin SMT: Global Sequential Modeling in 3D Medical Image Segmentation 10 Jul 2024 · 1 repository · arXiv:2407.07514
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Swin UNETR segmentation with automated geometry filtering for biomechanical modeling of knee joint cartilage 8 Jul 2024 · 0 repositories · arXiv:2407.06403
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Repeat and Concatenate: 2D to 3D Image Translation with 3D to 3D Generative Modeling 26 Jun 2024 · 1 repository · arXiv:2406.18422
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Improving ovarian cancer segmentation accuracy with transformers through AI-guided labeling 25 Jun 2024 · 0 repositories · arXiv:2406.17666
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Cyclic 2.5D Perceptual Loss for Cross-Modal 3D Medical Image Synthesis: T1w MRI to Tau PET 18 Jun 2024 · 1 repository · arXiv:2406.12632
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GLIMS: Attention-Guided Lightweight Multi-Scale Hybrid Network for Volumetric Semantic Segmentation 27 Apr 2024 · 1 repository · arXiv:2404.17854
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ViM-UNet: Vision Mamba for Biomedical Segmentation 11 Apr 2024 · 1 repository · arXiv:2404.07705
Tasks archive 2025-07-28
20 shown of 62 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