Cover Image

Improve Cross-Modality Segmentation by Treating T1-Weighted MRI Images as Inverted CT Scans

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Häntze, Hartmut, Xu, Lina, Rattunde, Maximilian, Donle, Leonhard, Dorfner, Felix J., Hering, Alessa, Adams, Lisa C., Bressem, Keno K.
Format:	Preprint
Published:	2024
Subjects:	Image and Video Processing Computer Vision and Pattern Recognition Machine Learning J.3
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Sex-based Bias Inherent in the Dice Similarity Coefficient: A Model Independent Analysis for Multiple Anatomical Structures
by: Häntze, Hartmut, et al.
Published: (2025)

Benchmarking Foundation Models for Renal Lesion Stratification in CT
by: Häntze, Hartmut, et al.
Published: (2026)

MRSegmentator: Multi-Modality Segmentation of 40 Classes in MRI and CT
by: Häntze, Hartmut, et al.
Published: (2024)

Robust Kidney Abnormality Segmentation: A Validation Study of an AI-Based Framework
by: de Boer, Sarah, et al.
Published: (2025)

Incorporating Anatomical Awareness for Enhanced Generalizability and Progression Prediction in Deep Learning-Based Radiographic Sacroiliitis Detection
by: Dorfner, Felix J., et al.
Published: (2024)

Is Open-Source There Yet? A Comparative Study on Commercial and Open-Source LLMs in Their Ability to Label Chest X-Ray Reports
by: Dorfner, Felix J., et al.
Published: (2024)

From Text to Image: Exploring GPT-4Vision's Potential in Advanced Radiological Analysis across Subspecialties
by: Busch, Felix, et al.
Published: (2023)

GRASP: Gated Regression-Aware Skill Proposer for Self-Improving LLM Agents
by: Moll, Johannes, et al.
Published: (2026)

Biomedical Large Languages Models Seem not to be Superior to Generalist Models on Unseen Medical Data
by: Dorfner, Felix J., et al.
Published: (2024)

Tracking Cancer Through Text: Longitudinal Extraction From Radiology Reports Using Open-Source Large Language Models
by: Builtjes, Luc, et al.
Published: (2026)

What Does DALL-E 2 Know About Radiology?
by: Adams, Lisa C., et al.
Published: (2022)

Unstable Prompts, Unreliable Segmentations: A Challenge for Longitudinal Lesion Analysis
by: Rocholl, Niels, et al.
Published: (2025)

Divide to Conquer: A Field Decomposition Approach for Multi-Organ Whole-Body CT Image Registration
by: Pham, Xuan Loc, et al.
Published: (2025)

CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registration
by: Buddenkotte, Thomas, et al.
Published: (2024)

Tables Guide Vision: Learning to See the Heart through Tabular Data
by: Hasny, Marta, et al.
Published: (2025)

Kidney Cancer Detection Using 3D-Based Latent Diffusion Models
by: Dusseljee, Jen, et al.
Published: (2026)

A Unified Attention U-Net Framework for Cross-Modality Tumor Segmentation in MRI and CT
by: Rai, Nishan, et al.
Published: (2026)

ULS+: Data-driven Model Adaptation Enhances Lesion Segmentation
by: Weber, Rianne, et al.
Published: (2026)

No Data? No Problem: Robust Vision-Tabular Learning with Missing Values
by: Hasny, Marta, et al.
Published: (2025)

LongHealth: A Question Answering Benchmark with Long Clinical Documents
by: Adams, Lisa, et al.
Published: (2024)

MEDBERT.de: A Comprehensive German BERT Model for the Medical Domain
by: Bressem, Keno K., et al.
Published: (2023)

Enhancing Cross-Modality Synthesis: Subvolume Merging for MRI-to-CT Conversion
by: Fan, Fuxin, et al.
Published: (2024)

MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
by: Han, Tianyu, et al.
Published: (2023)

Improving Reliability and Explainability of Medical Question Answering through Atomic Fact Checking in Retrieval-Augmented LLMs
by: Vladika, Juraj, et al.
Published: (2025)

RadioRAG: Online Retrieval-augmented Generation for Radiology Question Answering
by: Arasteh, Soroosh Tayebi, et al.
Published: (2024)

Evaluating Reasoning Faithfulness in Medical Vision-Language Models using Multimodal Perturbations
by: Moll, Johannes, et al.
Published: (2025)

Agentic retrieval-augmented reasoning reshapes collective reliability under model variability in radiology question answering
by: Farajiamiri, Mina, et al.
Published: (2026)

LoGSAM: Parameter-Efficient Cross-Modal Grounding for MRI Segmentation
by: Bhuiyan, Mohammad Robaitul Islam, et al.
Published: (2026)

Cross-Source Supervision for Bone Infection Segmentation in Dual-Modality PET-CT
by: Yang, Zonglin, et al.
Published: (2026)

Generalist embedding models are better at short-context clinical semantic search than specialized embedding models
by: Excoffier, Jean-Baptiste, et al.
Published: (2024)

Editorial for “A Nomogram Based on MRI Visual Decision Tree to Evaluate Vascular Endothelial Growth Factor in Hepatocellular Carcinoma”
by: Felix Busch, et al.
Published: (2024)

Leveraging Open-Source Large Language Models for Clinical Information Extraction in Resource-Constrained Settings
by: Builtjes, Luc, et al.
Published: (2025)

Label-Efficient Cross-Modality Generalization for Liver Segmentation in Multi-Phase MRI
by: Bui-Tran, Quang-Khai, et al.
Published: (2025)

Multi-task Learning To Improve Semantic Segmentation Of CBCT Scans Using Image Reconstruction
by: Tschuchnig, Maximilian Ernst, et al.
Published: (2023)

Cross Modality Medical Image Synthesis for Improving Liver Segmentation
by: Rafiq, Muhammad, et al.
Published: (2025)

Multimodal Learning With Intraoperative CBCT & Variably Aligned Preoperative CT Data To Improve Segmentation
by: Tschuchnig, Maximilian E., et al.
Published: (2024)

Deformable MRI Sequence Registration for AI-based Prostate Cancer Diagnosis
by: Hering, Alessa, et al.
Published: (2024)

Agentic clinical reasoning over longitudinal myeloma records: a retrospective evaluation against expert consensus
by: Moll, Johannes, et al.
Published: (2026)

Multi-step retrieval and reasoning improves radiology question answering with large language models
by: Wind, Sebastian, et al.
Published: (2025)

Improving Handshape Representations for Sign Language Processing: A Graph Neural Network Approach
by: Carbo, Alessa, et al.
Published: (2025)