Imagen de Portada

Segmentation of Knee Bones for Osteoarthritis Assessment: A Comparative Analysis of Supervised, Few-Shot, and Zero-Shot Learning Approaches

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Teoh, Yun Xin, Othmani, Alice, Goh, Siew Li, Usman, Juliana, Lai, Khin Wee
Formato:	Preprint
Publicado:	2024
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

Rethinking Knee Osteoarthritis Severity Grading: A Few Shot Self-Supervised Contrastive Learning Approach
por: Belton, Niamh, et al.
Publicado: (2024)

Prototype-Based Approach for One-Shot Segmentation of Brain Tumors using Few-Shot Learning
por: Ayman, Ahmed
Publicado: (2023)

Tackling Few-Shot Segmentation in Remote Sensing via Inpainting Diffusion Model
por: Immanuel, Steve Andreas, et al.
Publicado: (2025)

EPSegFZ: Efficient Point Cloud Semantic Segmentation for Few- and Zero-Shot Scenarios with Language Guidance
por: Wang, Jiahui, et al.
Publicado: (2025)

Comparing SAM 2 and SAM 3 for Zero-Shot Segmentation of 3D Medical Data
por: Chakrabarty, Satrajit, et al.
Publicado: (2025)

Synthetic Volumetric Data Generation Enables Zero-Shot Generalization of Foundation Models in 3D Medical Image Segmentation
por: Chakrabarty, Satrajit, et al.
Publicado: (2026)

Generative Model-Based Fusion for Improved Few-Shot Semantic Segmentation of Infrared Images
por: Yun, Junno, et al.
Publicado: (2024)

Zero-Shot Denoising for Fluorescence Lifetime Imaging Microscopy with Intensity-Guided Learning
por: Chen, Hao, et al.
Publicado: (2025)

Few-Shot Distribution-Aligned Flow Matching for Data Synthesis in Medical Image Segmentation
por: Yang, Jie, et al.
Publicado: (2026)

Zero-Shot Surgical Tool Segmentation in Monocular Video Using Segment Anything Model 2
por: Lou, Ange, et al.
Publicado: (2024)

Control Copy-Paste: Controllable Diffusion-Based Augmentation Method for Remote Sensing Few-Shot Object Detection
por: Liu, Yanxing, et al.
Publicado: (2025)

Diverse Instance Generation via Diffusion Models for Enhanced Few-Shot Object Detection in Remote Sensing Images
por: Liu, Yanxing, et al.
Publicado: (2025)

Towards Zero-Shot Task-Generalizable Learning on fMRI
por: Wang, Jiyao, et al.
Publicado: (2025)

Zero-Shot Pediatric Tuberculosis Detection in Chest X-Rays using Self-Supervised Learning
por: Capellán-Martín, Daniel, et al.
Publicado: (2024)

SAMDA: Leveraging SAM on Few-Shot Domain Adaptation for Electronic Microscopy Segmentation
por: Wang, Yiran, et al.
Publicado: (2024)

Few-Shot Domain Adaptation for Learned Image Compression
por: Zhang, Tianyu, et al.
Publicado: (2024)

Breaking the Data Barrier: Robust Few-Shot 3D Vessel Segmentation using Foundation Models
por: Yoshihara, Kirato, et al.
Publicado: (2026)

subCellSAM: Zero-Shot (Sub-)Cellular Segmentation for Hit Validation in Drug Discovery
por: Hanimann, Jacob, et al.
Publicado: (2025)

Semi-Supervised Bone Marrow Lesion Detection from Knee MRI Segmentation Using Mask Inpainting Models
por: Qin, Shihua, et al.
Publicado: (2024)

SAM3D: Zero-Shot Semi-Automatic Segmentation in 3D Medical Images with the Segment Anything Model
por: Chan, Trevor J., et al.
Publicado: (2024)

Few-Shot Domain Adaptive Object Detection for Microscopic Images
por: Inayat, Sumayya, et al.
Publicado: (2024)

Controllable Satellite-to-Street-View Synthesis with Precise Pose Alignment and Zero-Shot Environmental Control
por: Ze, Xianghui, et al.
Publicado: (2025)

Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image Segmentation
por: Zhou, Feng, et al.
Publicado: (2024)

SAM3D: Zero-Shot 3D Object Detection via Segment Anything Model
por: Zhang, Dingyuan, et al.
Publicado: (2023)

K-SAM: A Prompting Method Using Pretrained U-Net to Improve Zero Shot Performance of SAM on Lung Segmentation in CXR Images
por: Deriche, Mohamed, et al.
Publicado: (2024)

A Systematic Post-Processing Approach for Quantitative $T_{1ρ}$ Imaging of Knee Articular Cartilage
por: Zhong, Junru, et al.
Publicado: (2024)

Bi-level Guided Diffusion Models for Zero-Shot Medical Imaging Inverse Problems
por: Askari, Hossein, et al.
Publicado: (2024)

Confidence-Driven Deep Learning Framework for Early Detection of Knee Osteoarthritis
por: Wang, Zhe, et al.
Publicado: (2023)

Few-Shot Learning Approach on Tuberculosis Classification Based on Chest X-Ray Images
por: Pramana, A. A. G. Yogi, et al.
Publicado: (2024)

Rethinking Few-Shot Medical Image Segmentation by SAM2: A Training-Free Framework with Augmentative Prompting and Dynamic Matching
por: Zu, Haiyue, et al.
Publicado: (2025)

CuNeRF: Cube-Based Neural Radiance Field for Zero-Shot Medical Image Arbitrary-Scale Super Resolution
por: Chen, Zixuan, et al.
Publicado: (2023)

Zero-Shot Image Denoising for High-Resolution Electron Microscopy
por: Tian, Xuanyu, et al.
Publicado: (2024)

Zero-DeepSub: Zero-Shot Deep Subspace Reconstruction for Rapid Multiparametric Quantitative MRI Using 3D-QALAS
por: Jun, Yohan, et al.
Publicado: (2023)

SAM-Guided Robust Representation Learning for One-Shot 3D Medical Image Segmentation
por: Wang, Jia, et al.
Publicado: (2025)

FINDER: Zero-Shot Field-Integrated Network for Distortion-free EPI Reconstruction in Diffusion MRI
por: Han, Namgyu, et al.
Publicado: (2026)

Identity-Consistent Diffusion Network for Grading Knee Osteoarthritis Progression in Radiographic Imaging
por: Wu, Wenhua, et al.
Publicado: (2024)

Predicting Knee Osteoarthritis Progression from Structural MRI using Deep Learning
por: Panfilov, Egor, et al.
Publicado: (2022)

Diffusion-based Counterfactual Augmentation: Towards Robust and Interpretable Knee Osteoarthritis Grading
por: Wang, Zhe, et al.
Publicado: (2025)

Using Few-Shot Learning to Classify Primary Lung Cancer and Other Malignancy with Lung Metastasis in Cytological Imaging via Endobronchial Ultrasound Procedures
por: Lin, Ching-Kai, et al.
Publicado: (2024)

Faster Projected GAN: Towards Faster Few-Shot Image Generation
por: Wang, Chuang, et al.
Publicado: (2024)