R$^{2}$Seg: Training-Free OOD Medical Tumor Segmentation via Anatomical Reasoning and Statistical Rejection
Fuente:
arXiv
Saved in:
| Main Authors: | Shen, Shuaike, Liu, Ke, Xie, Jiaqing, Gao, Shangde, Shen, Chunhua, Liu, Ge, Crispin-Ortuzar, Mireia, Gao, Shangqi |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Probabilistic Modeling of Multi-rater Medical Image Segmentation for Diversity and Personalization
by: Liu, Ke, et al.
Published: (2025)
by: Liu, Ke, et al.
Published: (2025)
KA$^2$ER: Knowledge Adaptive Amalgamation of ExpeRts for Medical Images Segmentation
by: Gao, Shangde, et al.
Published: (2024)
by: Gao, Shangde, et al.
Published: (2024)
Evaluating Foundation Models with Pathological Concept Learning for Kidney Cancer
by: Gao, Shangqi, et al.
Published: (2025)
by: Gao, Shangqi, et al.
Published: (2025)
From Sentences to Sequences: Rethinking Languages in Biological System
by: Liu, Ke, et al.
Published: (2025)
by: Liu, Ke, et al.
Published: (2025)
MedSeg-R: Reasoning Segmentation in Medical Images with Multimodal Large Language Models
by: Huang, Yu, et al.
Published: (2025)
by: Huang, Yu, et al.
Published: (2025)
Floating Anchor Diffusion Model for Multi-motif Scaffolding
by: Liu, Ke, et al.
Published: (2024)
by: Liu, Ke, et al.
Published: (2024)
MedSeg-R: Medical Image Segmentation with Clinical Reasoning
by: Shao, Hao, et al.
Published: (2025)
by: Shao, Hao, et al.
Published: (2025)
Training-Free Spatio-temporal Decoupled Reasoning Video Segmentation with Adaptive Object Memory
by: Zhu, Zhengtong, et al.
Published: (2026)
by: Zhu, Zhengtong, et al.
Published: (2026)
CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registration
by: Buddenkotte, Thomas, et al.
Published: (2024)
by: Buddenkotte, Thomas, et al.
Published: (2024)
Matrix Factorization with Dynamic Multi-view Clustering for Recommender System
by: Gao, Shangde, et al.
Published: (2025)
by: Gao, Shangde, et al.
Published: (2025)
GeoSeg: Training-Free Reasoning-Driven Segmentation in Remote Sensing Imagery
by: Jiang, Lifan, et al.
Published: (2026)
by: Jiang, Lifan, et al.
Published: (2026)
Integrating Pathology and CT Imaging for Personalized Recurrence Risk Prediction in Renal Cancer
by: Boeke, Daniël, et al.
Published: (2025)
by: Boeke, Daniël, et al.
Published: (2025)
Thinking in Scales: Accelerating Gigapixel Pathology Image Analysis via Adaptive Continuous Reasoning
by: Ge, Jiusong, et al.
Published: (2026)
by: Ge, Jiusong, et al.
Published: (2026)
Fine-tuning Flow Matching Generative Models with Intermediate Feedback
by: Fan, Jiajun, et al.
Published: (2025)
by: Fan, Jiajun, et al.
Published: (2025)
Seg-Agent: Test-Time Multimodal Reasoning for Training-Free Language-Guided Segmentation
by: Hao, Chao, et al.
Published: (2026)
by: Hao, Chao, et al.
Published: (2026)
Learning Individual Movement Shifts After Urban Disruptions with Social Infrastructure Reliance
by: Gao, Shangde, et al.
Published: (2025)
by: Gao, Shangde, et al.
Published: (2025)
SegTTA: Training-Free Test-Time Augmentation for Zero-Shot Medical Imaging Segmentation
by: Yao, Yihong, et al.
Published: (2026)
by: Yao, Yihong, et al.
Published: (2026)
CoxKAN: Kolmogorov-Arnold Networks for Interpretable, High-Performance Survival Analysis
by: Knottenbelt, William, et al.
Published: (2024)
by: Knottenbelt, William, et al.
Published: (2024)
LLM-Seg: Bridging Image Segmentation and Large Language Model Reasoning
by: Wang, Junchi, et al.
Published: (2024)
by: Wang, Junchi, et al.
Published: (2024)
SegRAG: Training-Free Retrieval-Augmented Semantic Segmentation
by: Boudiaf, Abderrahmene, et al.
Published: (2026)
by: Boudiaf, Abderrahmene, et al.
Published: (2026)
MolAct: An Agentic RL Framework for Molecular Editing and Property Optimization
by: Yang, Zhuo, et al.
Published: (2025)
by: Yang, Zhuo, et al.
Published: (2025)
FreeSeg-Diff: Training-Free Open-Vocabulary Segmentation with Diffusion Models
by: Corradini, Barbara Toniella, et al.
Published: (2024)
by: Corradini, Barbara Toniella, et al.
Published: (2024)
One Token to Seg Them All: Language Instructed Reasoning Segmentation in Videos
by: Bai, Zechen, et al.
Published: (2024)
by: Bai, Zechen, et al.
Published: (2024)
Online Reward-Weighted Fine-Tuning of Flow Matching with Wasserstein Regularization
by: Fan, Jiajun, et al.
Published: (2025)
by: Fan, Jiajun, et al.
Published: (2025)
SpecMol: A Spectroscopy-Grounded Foundation Model for Multi-Task Molecular Learning
by: Shen, Shuaike, et al.
Published: (2025)
by: Shen, Shuaike, et al.
Published: (2025)
ModuSeg: Decoupling Object Discovery and Semantic Retrieval for Training-Free Weakly Supervised Segmentation
by: He, Qingze, et al.
Published: (2026)
by: He, Qingze, et al.
Published: (2026)
SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging
by: Shen, Lingdong, et al.
Published: (2024)
by: Shen, Lingdong, et al.
Published: (2024)
Empowering Medical Multi-Agents with Clinical Consultation Flow for Dynamic Diagnosis
by: Wang, Sihan, et al.
Published: (2025)
by: Wang, Sihan, et al.
Published: (2025)
SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation for Remote Sensing Images
by: Li, Kaiyu, et al.
Published: (2024)
by: Li, Kaiyu, et al.
Published: (2024)
PH2ST:ST-Prompt Guided Histological Hypergraph Learning for Spatial Gene Expression Prediction
by: Niu, Yi, et al.
Published: (2025)
by: Niu, Yi, et al.
Published: (2025)
Volumetric Directional Diffusion: Anchoring Uncertainty Quantification in Anatomical Consensus for Ambiguous Medical Image Segmentation
by: Wu, Chao, et al.
Published: (2026)
by: Wu, Chao, et al.
Published: (2026)
Learning Concept-Driven Logical Rules for Interpretable and Generalizable Medical Image Classification
by: Gao, Yibo, et al.
Published: (2025)
by: Gao, Yibo, et al.
Published: (2025)
Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees
by: Shen, Cheng, et al.
Published: (2025)
by: Shen, Cheng, et al.
Published: (2025)
Uncertainty-Aware Multi-Expert Knowledge Distillation for Imbalanced Disease Grading
by: Tong, Shuo, et al.
Published: (2025)
by: Tong, Shuo, et al.
Published: (2025)
Sim4Seg: Boosting Multimodal Multi-disease Medical Diagnosis Segmentation with Region-Aware Vision-Language Similarity Masks
by: Song, Lingran, et al.
Published: (2025)
by: Song, Lingran, et al.
Published: (2025)
MedVeriSeg: Teaching MLLM-Based Medical Segmentation Models to Verify Query Validity Without Extra Training
by: Lu, Ziqian, et al.
Published: (2026)
by: Lu, Ziqian, et al.
Published: (2026)
CausalDisenSeg: A Causality-Guided Disentanglement Framework with Counterfactual Reasoning for Robust Brain Tumor Segmentation Under Missing Modalities
by: Liu, Bo, et al.
Published: (2026)
by: Liu, Bo, et al.
Published: (2026)
Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation
by: Zhao, Bingrui, et al.
Published: (2025)
by: Zhao, Bingrui, et al.
Published: (2025)
FlowSeg: Dynamic Semantic Guidance for LLM-Conditioned Segmentation
by: Zhang, Zekang, et al.
Published: (2026)
by: Zhang, Zekang, et al.
Published: (2026)
SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories
by: Zhu, Muzhi, et al.
Published: (2025)
by: Zhu, Muzhi, et al.
Published: (2025)
Similar Items
-
Probabilistic Modeling of Multi-rater Medical Image Segmentation for Diversity and Personalization
by: Liu, Ke, et al.
Published: (2025) -
KA$^2$ER: Knowledge Adaptive Amalgamation of ExpeRts for Medical Images Segmentation
by: Gao, Shangde, et al.
Published: (2024) -
Evaluating Foundation Models with Pathological Concept Learning for Kidney Cancer
by: Gao, Shangqi, et al.
Published: (2025) -
From Sentences to Sequences: Rethinking Languages in Biological System
by: Liu, Ke, et al.
Published: (2025) -
MedSeg-R: Reasoning Segmentation in Medical Images with Multimodal Large Language Models
by: Huang, Yu, et al.
Published: (2025)