Imagen de Portada

XTinyU-Net: Training-Free U-Net Scaling via Initialization-Time Sensitivity

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Kimbowa, Alvin, Heidari, Moein, Liu, David, Hacihaliloglu, Ilker
Formato:	Preprint
Publicado:	2026
Materias:	Image and Video Processing Computer Vision and Pattern Recognition
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

A Study on the Performance of U-Net Modifications in Retroperitoneal Tumor Segmentation
por: Heidari, Moein, et al.
Publicado: (2025)

Mono2D: A Trainable Monogenic Layer for Robust Knee Cartilage Segmentation on Out-of-Distribution 2D Ultrasound Data
por: Kimbowa, Alvin, et al.
Publicado: (2025)

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices
por: Kimbowa, Alvin, et al.
Publicado: (2026)

Vision-Language Synthetic Data Enhances Echocardiography Downstream Tasks
por: Ashrafian, Pooria, et al.
Publicado: (2024)

Echo-E$^3$Net: Efficient Endocardial Spatio-Temporal Network for Ejection Fraction Estimation
por: Heidari, Moein, et al.
Publicado: (2025)

MSA$^2$Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation
por: Kolahi, Sina Ghorbani, et al.
Publicado: (2024)

WaRA: Wavelet Low Rank Adaptation
por: Heidari, Moein, et al.
Publicado: (2025)

Relation U-Net
por: He, Sheng, et al.
Publicado: (2025)

U-Net v2: Rethinking the Skip Connections of U-Net for Medical Image Segmentation
por: Peng, Yaopeng, et al.
Publicado: (2023)

Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis
por: Heidari, Moein, et al.
Publicado: (2024)

Dual skip connections in U-Net, ResUnet and U-Net3+ for remote extraction of buildings
por: Neupane, Bipul, et al.
Publicado: (2023)

Echo-CoPilot: A Multiple-Perspective Agentic Framework for Reliable Echocardiography Interpretation
por: Heidari, Moein, et al.
Publicado: (2025)

OneNet: A Channel-Wise 1D Convolutional U-Net
por: Byun, Sanghyun, et al.
Publicado: (2024)

DSU-Net: Dynamic Snake U-Net for 2-D Seismic First Break Picking
por: Wang, Hongtao, et al.
Publicado: (2024)

KANDU-Net:A Dual-Channel U-Net with KAN for Medical Image Segmentation
por: Fang, Chenglin, et al.
Publicado: (2024)

UCloudNet: A Residual U-Net with Deep Supervision for Cloud Image Segmentation
por: Li, Yijie, et al.
Publicado: (2025)

MEDDAP: Medical Dataset Enhancement via Diversified Augmentation Pipeline
por: Medghalchi, Yasamin, et al.
Publicado: (2024)

Flow Matching for Medical Image Synthesis: Bridging the Gap Between Speed and Quality
por: Yazdani, Milad, et al.
Publicado: (2025)

Spectral U-Net: Enhancing Medical Image Segmentation via Spectral Decomposition
por: Peng, Yaopeng, et al.
Publicado: (2024)

U-NetMN and SegNetMN: Modified U-Net and SegNet models for bimodal SAR image segmentation
por: Kzadri, Marwane, et al.
Publicado: (2025)

FreqU-FNet: Frequency-Aware U-Net for Imbalanced Medical Image Segmentation
por: Xing, Ruiqi
Publicado: (2025)

An Improved U-Net Model for Offline handwriting signature denoising
por: Xiao, Wanghui
Publicado: (2025)

Improved Active Fire Detection using Operational U-Nets
por: Devecioglu, Ozer Can, et al.
Publicado: (2023)

LATUP-Net: A Lightweight 3D Attention U-Net with Parallel Convolutions for Brain Tumor Segmentation
por: Alwadee, Ebtihal J., et al.
Publicado: (2024)

TTT-Unet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image Segmentation
por: Zhou, Rong, et al.
Publicado: (2024)

DDUNet: Dual Dynamic U-Net for Highly-Efficient Cloud Segmentation
por: Li, Yijie, et al.
Publicado: (2025)

Progressive Curriculum Learning with Scale-Enhanced U-Net for Continuous Airway Segmentation
por: Yang, Bingyu, et al.
Publicado: (2024)

Selective Phase-Aware Training of nnU-Net for Robust Breast Cancer Segmentation in Multi-Center DCE-MRI
por: Zayim, Beyza, et al.
Publicado: (2025)

MiTU-Net: A fine-tuned U-Net with SegFormer backbone for segmenting pubic symphysis-fetal head
por: Wang, Fangyijie, et al.
Publicado: (2024)

RICAU-Net: Residual-block Inspired Coordinate Attention U-Net for Segmentation of Small and Sparse Calcium Lesions in Cardiac CT
por: Park, Doyoung, et al.
Publicado: (2024)

Laparoscopic Image Desmoking Using the U-Net with New Loss Function and Integrated Differentiable Wiener Filter
por: Yang, Chengyu, et al.
Publicado: (2025)

A hybrid approach for improving U-Net variants in medical image segmentation
por: Gupta, Aitik, et al.
Publicado: (2023)

Dynamic U-Net: Adaptively Calibrate Features for Abdominal Multi-organ Segmentation
por: Yang, Jin, et al.
Publicado: (2024)

Improving the U-Net Configuration for Automated Delineation of Head and Neck Cancer on MRI
por: Iantsen, Andrei
Publicado: (2025)

Probabilistic U-Net with Kendall Shape Spaces for Geometry-Aware Segmentations of Images
por: Park, Jiyoung, et al.
Publicado: (2024)

Enhanced Denoising of Optical Coherence Tomography Images Using Residual U-Net
por: Prakash, Akkidas Noel, et al.
Publicado: (2024)

Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights
por: Heidari, Moein, et al.
Publicado: (2024)

MBDRes-U-Net: Multi-Scale Lightweight Brain Tumor Segmentation Network
por: Shen, Longfeng, et al.
Publicado: (2024)

How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation
por: Gunawardhana, Malitha, et al.
Publicado: (2024)

CTI-Unet: Cascaded Threshold Integration for Improved U-Net Segmentation of Pathology Images
por: Zhu, Mingyang, et al.
Publicado: (2025)