Imagen de Portada

Adapting SAM to Nuclei Instance Segmentation and Classification via Cooperative Fine-Grained Refinement

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Su, Jingze, Zhu, Tianle, Cai, Jiaxin, Wang, Zhiyi, Li, Qi, Zhang, Xiao, Tong, Tong, Wang, Shu, Liu, Wenxi
Formato:	Preprint
Publicado:	2026
Materias:	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

SEINE: Structure Encoding and Interaction Network for Nuclei Instance Segmentation
por: Zhang, Ye, et al.
Publicado: (2024)

NucleiMix: Realistic Data Augmentation for Nuclei Instance Segmentation
por: Wang, Jiamu, et al.
Publicado: (2024)

Instance Migration Diffusion for Nuclear Instance Segmentation in Pathology
por: Qi, Lirui, et al.
Publicado: (2025)

Boundary-aware Contrastive Learning for Semi-supervised Nuclei Instance Segmentation
por: Zhang, Ye, et al.
Publicado: (2024)

Fine-grained Multi-class Nuclei Segmentation with Molecular-empowered All-in-SAM Model
por: Li, Xueyuan, et al.
Publicado: (2025)

Skeleton-Guided Instance Separation for Fine-Grained Segmentation in Microscopy
por: Wang, Jun, et al.
Publicado: (2024)

SAM-guided Graph Cut for 3D Instance Segmentation
por: Guo, Haoyu, et al.
Publicado: (2023)

SAMPro3D: Locating SAM Prompts in 3D for Zero-Shot Instance Segmentation
por: Xu, Mutian, et al.
Publicado: (2023)

NuLite -- Lightweight and Fast Model for Nuclei Instance Segmentation and Classification
por: Tommasino, Cristian, et al.
Publicado: (2024)

Instance-Aware Robust Consistency Regularization for Semi-Supervised Nuclei Instance Segmentation
por: Lin, Zenan, et al.
Publicado: (2025)

Learning to Adapt SAM for Segmenting Cross-domain Point Clouds
por: Peng, Xidong, et al.
Publicado: (2023)

ClassWise-SAM-Adapter: Parameter Efficient Fine-tuning Adapts Segment Anything to SAR Domain for Semantic Segmentation
por: Pu, Xinyang, et al.
Publicado: (2024)

SAM-IF: Leveraging SAM for Incremental Few-Shot Instance Segmentation
por: Zhou, Xudong, et al.
Publicado: (2024)

InstructSAM: Segment Any Instance with Any Instructions
por: Yuan, Yuqian, et al.
Publicado: (2026)

Ultrasound SAM Adapter: Adapting SAM for Breast Lesion Segmentation in Ultrasound Images
por: Tu, Zhengzheng, et al.
Publicado: (2024)

Segment Any Cell: A SAM-based Auto-prompting Fine-tuning Framework for Nuclei Segmentation
por: Na, Saiyang, et al.
Publicado: (2024)

A Survey on Cell Nuclei Instance Segmentation and Classification: Leveraging Context and Attention
por: Nunes, João D., et al.
Publicado: (2024)

MIQ-SAM3D: From Single-Point Prompt to Multi-Instance Segmentation via Competitive Query Refinement
por: Qu, Jierui, et al.
Publicado: (2025)

UltraAD: Fine-Grained Ultrasound Anomaly Classification via Few-Shot CLIP Adaptation
por: Zhou, Yue, et al.
Publicado: (2025)

Adapting Segment Anything Model for Unseen Object Instance Segmentation
por: Cao, Rui, et al.
Publicado: (2024)

WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition
por: Zhu, Lianghui, et al.
Publicado: (2024)

SPDA-SAM: A Self-prompted Depth-Aware Segment Anything Model for Instance Segmentation
por: Shang, Yihan, et al.
Publicado: (2026)

Semantic-aware SAM for Point-Prompted Instance Segmentation
por: Wei, Zhaoyang, et al.
Publicado: (2023)

RefSAM: Efficiently Adapting Segmenting Anything Model for Referring Video Object Segmentation
por: Li, Yonglin, et al.
Publicado: (2023)

LG-NuSegHop: A Local-to-Global Self-Supervised Pipeline For Nuclei Instance Segmentation
por: Magoulianitis, Vasileios, et al.
Publicado: (2025)

LKCell: Efficient Cell Nuclei Instance Segmentation with Large Convolution Kernels
por: Cui, Ziwei, et al.
Publicado: (2024)

VideoSAM: Open-World Video Segmentation
por: Guo, Pinxue, et al.
Publicado: (2024)

GeoSAM: Fine-tuning SAM with Multi-Modal Prompts for Mobility Infrastructure Segmentation
por: Sultan, Rafi Ibn, et al.
Publicado: (2023)

CLIP-VIS: Adapting CLIP for Open-Vocabulary Video Instance Segmentation
por: Zhu, Wenqi, et al.
Publicado: (2024)

SAM for Robust Mitochondria Instance Segmentation in Fluorescence Microscopy
por: Jadhav, Suyog, et al.
Publicado: (2026)

Category Prompt Mamba Network for Nuclei Segmentation and Classification
por: Zhang, Ye, et al.
Publicado: (2025)

Prompt-Free Lightweight SAM Adaptation for Histopathology Nuclei Segmentation with Strong Cross-Dataset Generalization
por: Maqsood, Muhammad Hassan, et al.
Publicado: (2026)

RevSAM2: Prompt SAM2 for Medical Image Segmentation via Reverse-Propagation without Fine-tuning
por: Bai, Yunhao, et al.
Publicado: (2024)

S^4M: Boosting Semi-Supervised Instance Segmentation with SAM
por: Yoon, Heeji, et al.
Publicado: (2025)

MaskSAM: Towards Auto-prompt SAM with Mask Classification for Volumetric Medical Image Segmentation
por: Xie, Bin, et al.
Publicado: (2024)

Accurate Fine-grained Layout Analysis for the Historical Tibetan Document Based on the Instance Segmentation
por: Zhao, Penghai, et al.
Publicado: (2021)

Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation
por: Wu, Junde, et al.
Publicado: (2023)

UN-SAM: Universal Prompt-Free Segmentation for Generalized Nuclei Images
por: Chen, Zhen, et al.
Publicado: (2024)

TS-SAM: Fine-Tuning Segment-Anything Model for Downstream Tasks
por: Yu, Yang, et al.
Publicado: (2024)

Evaluation Study on SAM 2 for Class-agnostic Instance-level Segmentation
por: Pei, Jialun, et al.
Publicado: (2024)