Posts by Collection

projects

Smart Class IoT

A project enhancing classroom security with human detection, door access control, and attendance tracking

Fake Image Detection

This project used CNNs and image processing to detect fake face images, achieving a 0.94 f1-score

Virtual Try-On

Used custom GANs to swap garments on a person, solving issues with resolution and limited data, trained distributedly

publications

Vim4Path: Self-Supervised Vision Mamba for Histopathology Images

Published in IEEE/CFV Conference on Computer Vision and Pattern Recognition - CVMI Workshop, 2024

This paper introduces the Vision Mamba (Vim) architecture, outperforming Vision Transformers (ViT) in computational pathology on the Camelyon16 dataset.

Recommended citation: A. Nasiri-Sarvi, V. Q.-H. Trinh, H. Rivaz, and M. S. Hosseini, “Vim4path: Self-supervised vision mamba for histopathology images,” in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops
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Vision mamba for classification of breast ultrasound images

Accepted in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Deep-Brea3th Workshop, 2024

This paper shows that Mamba-based models outperform CNNs and ViTs on breast ultrasound datasets, achieving a 1.98% AUC and 5.0% accuracy improvement, while effectively capturing long-range dependencies.

Recommended citation: A. Nasiri-Sarvi, M. S. Hosseini, and H. Rivaz, “Vision mamba for classification of breast ultrasound images,” arXiv preprint arXiv:2407.03552, 2024.
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talks

teaching

Applied Linear Algebra

Undergraduate course, Ferdowsi University of Mashhad, Computer Engineering Department, 2019

Lab Instructor and Marker for Applied Linear Algebra course Dr. Modjtaba Rouhan based on the “Gilbert Strang” book for 5 semesters.

Electric and Electronic Circuits

Undergraduate course, Ferdowsi University of Mashhad, Computer Engineering Department, 2020

Marker for Electric and Electronic Circuits course with Dr. Hamidreza Pourreza for 4 semesters.

Applied Artificial Intelligence

Graduate course, Concordia University, Computer Science and Software Engineering Department, 2024

Lab Instructor and Marker for Applied Artificial Intelligence course (COMP6721) for Winter of 2024.

Deep Learning

Undergraduate course, Concordia University, Computer Science and Software Engineering Department, 2024

Marker for Applied Deep Learning course (COMP433) for Fall of 2024.