b'Reza Azad'

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67 publications
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57 publications
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39 publications
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23 publications
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23 publications
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Amirhossein Kazerouni
11 publications

research

∙ 08/31/2023

Self-supervised Semantic Segmentation: Consistency over Transformation

Accurate medical image segmentation is of utmost importance for enabling...

0 Sanaz Karimijafarbigloo, et al. ∙

research

∙ 08/31/2023

Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation

Medical image segmentation has seen significant improvements with transf...

0 Reza Azad, et al. ∙

research

∙ 08/31/2023

Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection

Vision Transformer (ViT) models have demonstrated a breakthrough in a wi...

0 Reza Azad, et al. ∙

research

∙ 08/25/2023

Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers

Medical image segmentation is a critical task that plays a vital role in...

0 Reza Azad, et al. ∙

research

∙ 08/05/2023

DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation

Skin lesion segmentation plays a critical role in the early detection an...

0 Afshin Bozorgpour, et al. ∙

research

∙ 07/30/2023

Implicit Neural Representation in Medical Imaging: A Comparative Survey

Implicit neural representations (INRs) have gained prominence as a power...

0 Amirali Molaei, et al. ∙

research

∙ 07/26/2023

Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach

Few-shot semantic segmentation (FSS) offers immense potential in the fie...

0 Sanaz Karimijafarbigloo, et al. ∙

research

∙ 01/25/2023

Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach

While CNN-based methods have been the cornerstone of medical image segme...

0 Reza Azad, et al. ∙

research

∙ 01/09/2023

Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review

The remarkable performance of the Transformer architecture in natural la...

91 Reza Azad, et al. ∙

research

∙ 12/27/2022

DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation

Transformers have recently gained attention in the computer vision domai...

0 Reza Azad, et al. ∙

research

∙ 11/14/2022

Diffusion Models for Medical Image Analysis: A Comprehensive Survey

Denoising diffusion models, a class of generative models, have garnered ...

1 Amirhossein Kazerouni, et al. ∙

research

∙ 10/30/2022

Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation

Melanoma is caused by the abnormal growth of melanocytes in human skin. ...

0 Ehsan Khodapanah Aghdam, et al. ∙

research

∙ 07/27/2022

TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model

In the past few years, convolutional neural networks (CNNs), particularl...

0 Reza Azad, et al. ∙

research

∙ 07/18/2022

HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation

Convolutional neural networks (CNNs) have been the consensus for medical...

0 Moein Heidari, et al. ∙

research

∙ 04/06/2022

SMU-Net: Style matching U-Net for brain tumor segmentation with missing modalities

Gliomas are one of the most prevalent types of primary brain tumours, ac...

0 Reza Azad, et al. ∙

research

∙ 03/11/2022

Medical Image Segmentation on MRI Images with Missing Modalities: A Review

Dealing with missing modalities in Magnetic Resonance Imaging (MRI) and ...

0 Reza Azad, et al. ∙

research

∙ 08/14/2021

Stacked Hourglass Network with a Multi-level Attention Mechanism: Where to Look for Intervertebral Disc Labeling

Labeling vertebral discs from MRI scans is important for the proper diag...

0 Reza Azad, et al. ∙

research

∙ 05/13/2021

Multi-scale Regional Attention Deeplab3+: Multiple Myeloma Plasma Cells Segmentation in Microscopic Images

Multiple myeloma cancer is a type of blood cancer that happens when the ...

0 Afshin Bozorgpour, et al. ∙

research

∙ 03/18/2020

Semi-supervised few-shot learning for medical image segmentation

Recent years have witnessed the great progress of deep neural networks o...

51 Abdur R Feyjie, et al. ∙

research

∙ 03/10/2020

Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation

Medical image segmentation has been very challenging due to the large va...

0 Maryam Asadi-Aghbolaghi, et al. ∙

research

∙ 03/09/2020

On the Texture Bias for Few-Shot CNN Segmentation

Despite the initial belief that Convolutional Neural Networks (CNNs) are...

9 Reza Azad, et al. ∙

research

∙ 08/31/2019

Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions

In recent years, deep learning-based networks have achieved state-of-the...

54 Reza Azad, et al. ∙

research

∙ 08/08/2014

Real-Time and Robust Method for Hand Gesture Recognition System Based on Cross-Correlation Coefficient

Hand gesture recognition possesses extensive applications in virtual rea...

0 Reza Azad, et al. ∙

research

∙ 08/07/2014

Real-Time Human-Computer Interaction Based on Face and Hand Gesture Recognition

At the present time, hand gestures recognition system could be used as a...

0 Reza Azad, et al. ∙

research

∙ 07/24/2014

New Method for Optimization of License Plate Recognition system with Use of Edge Detection and Connected Component

License Plate recognition plays an important role on the traffic monitor...

0 Reza Azad, et al. ∙

research

∙ 07/24/2014

Novel and Tuneable Method for Skin Detection Based on Hybrid Color Space and Color Statistical Features

Skin detection is one of the most important and primary stages in some o...

0 Reza Azad, et al. ∙

research

∙ 07/24/2014

A Robust and Efficient Method for Improving Accuracy of License Plate Characters Recognition

License Plate Recognition (LPR) plays an important role on the traffic m...

0 Reza Azad, et al. ∙

research

∙ 07/24/2014

Real-Time and Efficient Method for Accuracy Enhancement of Edge Based License Plate Recognition System

License Plate Recognition plays an important role on the traffic monitor...

0 Reza Azad, et al. ∙

research

∙ 07/24/2014

Novel and Fast Algorithm for Extracting License Plate Location Based on Edge Analysis

Nowadays in developing or developed countries, the Intelligent Transport...

0 Reza Azad, et al. ∙

research

∙ 07/24/2014

Recognition of Handwritten Persian/Arabic Numerals Based on Robust Feature Set and K-NN Classifier

This paper has been withdrawn by the author due to a crucial sign error ...

0 Reza Azad, et al. ∙

research

∙ 07/23/2014

Novel and Automatic Parking Inventory System Based on Pattern Recognition and Directional Chain Code

The objective of this paper is to design an efficient vehicle license pl...

0 Reza Azad, et al. ∙

research

∙ 07/23/2014

A robust and adaptable method for face detection based on Color Probabilistic Estimation Technique

Human face perception is currently an active research area in the comput...

0 Reza Azad, et al. ∙

research

∙ 07/20/2014

Optimized Method for Iranian Road Signs Detection and recognition system

Road sign recognition is one of the core technologies in Intelligent Tra...

0 Reza Azad, et al. ∙

research

∙ 07/09/2014

Classifiers fusion method to recognize handwritten persian numerals

Recognition of Persian handwritten characters has been considered as a s...

0 Reza Azad, et al. ∙

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