Copertina

A Systematic Study of Deep Learning Models and xAI Methods for Region-of-Interest Detection in MRI Scans

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Yiu, Justin, Arora, Kushank, Steinberg, Daniel, Ghiya, Rohit
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Image and Video Processing Artificial Intelligence Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Deep Learning for Early Alzheimer Disease Detection with MRI Scans
di: Rafsan, Mohammad, et al.
Pubblicazione: (2025)

Performance Analysis of Deep Learning Models for Femur Segmentation in MRI Scan
di: Liu, Mengyuan, et al.
Pubblicazione: (2025)

DeepGI: An Automated Approach for Gastrointestinal Tract Segmentation in MRI Scans
di: Zhang, Ye, et al.
Pubblicazione: (2024)

Z-Stack Scanning can Improve AI Detection of Mitosis: A Case Study of Meningiomas
di: Gu, Hongyan, et al.
Pubblicazione: (2025)

Using a Convolutional Neural Network and Explainable AI to Diagnose Dementia Based on MRI Scans
di: Morris, Tyler, et al.
Pubblicazione: (2024)

Benchmarking of Deep Learning Methods for Generic MRI Multi-Organ Abdominal Segmentation
di: Krishnaswamy, Deepa, et al.
Pubblicazione: (2025)

Region of Interest based Medical Image Compression
di: Srivastava, Utkarsh Prakash, et al.
Pubblicazione: (2025)

Deep Brain Net: An Optimized Deep Learning Model for Brain tumor Detection in MRI Images Using EfficientNetB0 and ResNet50 with Transfer Learning
di: Onah, Daniel, et al.
Pubblicazione: (2025)

Estimating Neural Orientation Distribution Fields on High Resolution Diffusion MRI Scans
di: Dwedari, Mohammed Munzer, et al.
Pubblicazione: (2024)

Improved Brain Tumor Detection in MRI: Fuzzy Sigmoid Convolution in Deep Learning
di: Irfan, Muhammad, et al.
Pubblicazione: (2025)

Automatic Detection of COVID-19 from Chest X-ray Images Using Deep Learning Model
di: Das, Alloy, et al.
Pubblicazione: (2024)

MRI Scan Synthesis Methods based on Clustering and Pix2Pix
di: Baldini, Giulia, et al.
Pubblicazione: (2023)

PAM-UNet: Shifting Attention on Region of Interest in Medical Images
di: Das, Abhijit, et al.
Pubblicazione: (2024)

Biomedical Image Segmentation: A Systematic Literature Review of Deep Learning Based Object Detection Methods
di: Wahid, Fazli, et al.
Pubblicazione: (2024)

Deep Learning Segmentation of Ascites on Abdominal CT Scans for Automatic Volume Quantification
di: Hou, Benjamin, et al.
Pubblicazione: (2024)

Learning Scan-Adaptive MRI Undersampling Patterns with Pre-Optimized Mask Supervision
di: Dhar, Aryan, et al.
Pubblicazione: (2025)

Deep Learning in Medical Image Registration: Magic or Mirage?
di: Jena, Rohit, et al.
Pubblicazione: (2024)

A Region of Interest Focused Triple UNet Architecture for Skin Lesion Segmentation
di: Liu, Guoqing, et al.
Pubblicazione: (2023)

Scan-Adaptive Dynamic MRI Undersampling Using a Dictionary of Efficiently Learned Patterns
di: Gautam, Siddhant, et al.
Pubblicazione: (2026)

LeDNet: Localization-enabled Deep Neural Network for Multi-Label Radiography Image Classification
di: Pant, Lalit, et al.
Pubblicazione: (2024)

CutisAI: Deep Learning Framework for Automated Dermatology and Cancer Screening
di: Kaushik, Rohit, et al.
Pubblicazione: (2026)

Evaluation of Machine Learning Reconstruction Techniques for Accelerated Brain MRI Scans
di: Mandel, Jonathan I., et al.
Pubblicazione: (2025)

Benchmarking and Explaining Deep Learning Cortical Lesion MRI Segmentation in Multiple Sclerosis
di: Molchanova, Nataliia, et al.
Pubblicazione: (2025)

Deep-Learning Recognition of Scanning Transmission Electron Microscopy: Quantifying and Mitigating the Influence of Gaussian Noises
di: Zhang, Hanlei, et al.
Pubblicazione: (2024)

VRXU-net: A Deep Learning Approach for Brain Ischemic Stroke Lesion Detection and Segmentation in T1W MRI
di: Mobarakeh, Sayed Amir Mousavi
Pubblicazione: (2026)

Transfer Learning and Explainable AI for Brain Tumor Classification: A Study Using MRI Data from Bangladesh
di: Sarker, Shuvashis
Pubblicazione: (2025)

Region of Interest Detection in Melanocytic Skin Tumor Whole Slide Images -- Nevus & Melanoma
di: Cui, Yi, et al.
Pubblicazione: (2024)

TRIP: Trainable Region-of-Interest Prediction for Hardware-Efficient Neuromorphic Processing on Event-based Vision
di: Arjmand, Cina, et al.
Pubblicazione: (2024)

Contrastive Anatomy-Contrast Disentanglement: A Domain-General MRI Harmonization Method
di: Scholz, Daniel, et al.
Pubblicazione: (2025)

Explainable AI for Autism Diagnosis: Identifying Critical Brain Regions Using fMRI Data
di: Vidya, Suryansh, et al.
Pubblicazione: (2024)

AI, Entrepreneurs, and Privacy: Deep Learning Outperforms Humans in Detecting Entrepreneurs from Image Data
di: Obschonka, Martin, et al.
Pubblicazione: (2024)

Scan-Adaptive MRI Undersampling Using Neighbor-based Optimization (SUNO)
di: Gautam, Siddhant, et al.
Pubblicazione: (2025)

Large-Scale Multi-Center CT and MRI Segmentation of Pancreas with Deep Learning
di: Zhang, Zheyuan, et al.
Pubblicazione: (2024)

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

Advancing COVID-19 Detection in 3D CT Scans
di: Li, Qingqiu, et al.
Pubblicazione: (2024)

AI-Driven MRI Spine Pathology Detection: A Comprehensive Deep Learning Approach for Automated Diagnosis in Diverse Clinical Settings
di: Subramanian, Bargava, et al.
Pubblicazione: (2025)

Lung Disease Detection with Vision Transformers: A Comparative Study of Machine Learning Methods
di: Dayan, Baljinnyam
Pubblicazione: (2024)

Minimally Interactive Segmentation of Soft-Tissue Tumors on CT and MRI using Deep Learning
di: Spaanderman, Douwe J., et al.
Pubblicazione: (2024)

GENRE-CMR: Generalizable Deep Learning for Diverse Multi-Domain Cardiac MRI Reconstruction
di: Hamedani, Kian Anvari, et al.
Pubblicazione: (2025)

Pioneering Precision in Lumbar Spine MRI Segmentation with Advanced Deep Learning and Data Enhancement
di: Ahmed, Istiak, et al.
Pubblicazione: (2024)