Cover Image

From Claims to Evidence: A Unified Framework and Critical Analysis of CNN vs. Transformer vs. Mamba in Medical Image Segmentation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Kazaj, Pooya Mohammadi, Baj, Giovanni, Salimi, Yazdan, Stark, Anselm W., Valenzuela, Waldo, Siontis, George CM., Zaidi, Habib, Reyes, Mauricio, Graeni, Christoph, Shiri, Isaac
Format:	Preprint
Published:	2025
Subjects:	Image and Video Processing Artificial Intelligence Computer Vision and Pattern Recognition Medical Physics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

multimodars: A Rust-powered toolkit for multi-modality cardiac image fusion and registration
by: Stark, Anselm W., et al.
Published: (2025)

Fully automated explainable abdominal CT contrast media phase classification using organ segmentation and machine learning
by: Yazdan Salimi, et al.
Published: (2024)

Fluid dynamics informed CCTA-derived geometric parameters in right coronary artery anomalies predict abnormal invasive Adenosine FFR and Dobutamine FFR
by: Mokhtari, Ali, et al.
Published: (2026)

Segmentation-Free Outcome Prediction from Head and Neck Cancer PET/CT Images: Deep Learning-Based Feature Extraction from Multi-Angle Maximum Intensity Projections (MA-MIPs)
by: Toosi, Amirhosein, et al.
Published: (2024)

Impact of tracer uptake rate on quantification accuracy of myocardial blood flow in PET: A simulation study
by: Xiaotong Hong, et al.
Published: (2025)

Grounding Clinical AI Competency in Human Cognition Through the Clinical World Model and Skill-Mix Framework
by: Safavi-Naini, Seyed Amir Ahmad, et al.
Published: (2026)

Image reconstruction and elongation artifact reduction for a dual‐panel dedicated prostate PET scanner
by: Abdollah Saberi Manesh, et al.
Published: (2026)

Radiuma: A Unified Zero-Code Executable Graphical Workflow Generator for Reproducible and Shareable Medical Image Analysis and Machine Learning
by: Salmanpour, Mohammad, et al.
Published: (2026)

Implicit vs. explicit regularization for high-dimensional gradient descent
by: Stark, Thomas, et al.
Published: (2025)

On Suboptimal Safety-Critical Tracking Controller Design
by: Batmani, Yazdan, et al.
Published: (2025)

MambaVesselNet++: A Hybrid CNN-Mamba Architecture for Medical Image Segmentation
by: Xu, Qing, et al.
Published: (2025)

Artificial intelligence for simplified patient-centered dosimetry in radiopharmaceutical therapies
by: Lopez-Montes, Alejandro, et al.
Published: (2025)

Morphology, viability, swelling, and hydrodynamic behavior of seeds of an invasive climbing plant – wild cucumber (Echinocystis lobata)
by: Dołkin-Lewko, Alicja, et al.
Published: (2025)

3D MedicalDet ‐Mamba: A Hybrid Mamba‐ CNN Network for Medical Object Detection and Localization
by: Shanshan Li, et al.
Published: (2025)

Introducing fitting models for estimating age‐specific dose and effective dose in paediatric patients undergoing head, chest and abdomen–pelvis imaging protocols: a patient study
by: Mohammad Reza Deevband, et al.
Published: (2024)

ClaimCompare: A Data Pipeline for Evaluation of Novelty Destroying Patent Pairs
by: Parikh, Arav, et al.
Published: (2024)

University Rankings Are Hurting Academia in Developing Countries: An Urgent Call to Action
by: Mohamed L. Seghier, et al.
Published: (2024)

Weak-Mamba-UNet: Visual Mamba Makes CNN and ViT Work Better for Scribble-based Medical Image Segmentation
by: Wang, Ziyang, et al.
Published: (2024)

Mixed-Integer vs. Continuous Model Predictive Control for Binary Thrusters: A Comparative Study
by: Stark, Franek, et al.
Published: (2026)

Bonus-malus Systems vs Delays in Claims Reporting and Settlement: Analysis of Ruin Probabilities
by: Osatakul, Dhiti, et al.
Published: (2024)

Multilingual vs Crosslingual Retrieval of Fact-Checked Claims: A Tale of Two Approaches
by: Ramponi, Alan, et al.
Published: (2025)

Spectral Rigidity and Algebraicity: A Unified Framework for the Hodge Conjecture
by: Hajebi, Bita, et al.
Published: (2025)

Manual Substitution: Media and the Handless Public Sphere in William Shakespeare's Titus Andronicus
by: Yazdan Mahmoudi
Published: (2026)

Coping Strategies in Web Searching
by: Mansourian, Yazdan
Published: (2008)

EPW sextics vs EPW cubes
by: Kapustka, Grzegorz, et al.
Published: (2022)

A Unified Convergence Analysis for Semi-Decentralized Learning: Sampled-to-Sampled vs. Sampled-to-All Communication
by: Rodio, Angelo, et al.
Published: (2025)

Stress-Testing Causal Claims via Cardinality Repairs
by: Gabbay, Yarden, et al.
Published: (2025)

Integrative Deep Learning Framework for Parkinson's Disease Early Detection using Gait Cycle Data Measured by Wearable Sensors: A CNN-GRU-GNN Approach
by: Rashnu, Alireza, et al.
Published: (2024)

Extrinsic vs Intrinsic Criticality in Systems with Many Components
by: Ngampruetikorn, Vudtiwat, et al.
Published: (2023)

CNN-based IoT Device Identification: A Comparative Study on Payload vs. Fingerprint
by: Kostas, Kahraman
Published: (2023)

Realtime Facial Expression Recognition: Neuromorphic Hardware vs. Edge AI Accelerators
by: Smith, Heath, et al.
Published: (2024)

Mamba Neural Operator: Who Wins? Transformers vs. State-Space Models for PDEs
by: Cheng, Chun-Wun, et al.
Published: (2024)

An Approach to Development: Turning Education from a Service Duty to a Productive Tool
by: Alinian, Pooya, et al.
Published: (2022)

Myocardial perfusion SPECT radiomic features reproducibility assessment: Impact of image reconstruction and harmonization
by: Omid Gharibi, et al.
Published: (2024)

SleepLiteCNN: Energy-Efficient Sleep Apnea Subtype Classification with 1-Second Resolution Using Single-Lead ECG
by: Mohammadi, Zahra, et al.
Published: (2025)

Is Architectural Complexity Always the Answer? A Case Study on SwinIR vs. an Efficient CNN
by: Sutariya, Chandresh, et al.
Published: (2025)

MedSegMamba: 3D CNN-Mamba Hybrid Architecture for Brain Segmentation
by: Cao, Aaron, et al.
Published: (2024)

Absorbed dose differences between twin fetuses for pregnancy patients in CT examinations
by: Shuiyin Qu, et al.
Published: (2025)

Certified vs. Empirical Adversarial Robust-ness via Hybrid Convolutions with Attention Stochasticity
by: Dhar, Joy, et al.
Published: (2026)

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games
by: Yan, Ke
Published: (2024)