
Syed Tangim Pasha
- Collaborator, HCI Wing

Lecturer
Department of Computing and Information System
Daffodil International University, Bangladesh
Published at
UbiComp
Jahanggir Hossain Setu, Mahmudul Islam, Syed Tangim Pasha, Nabarun Halder, Ekram Hossain, Asif Mahmud, Ashraful Islam, Md. Zahangir Alam, M. Ashraful Amin
MDPI AG
MDPI AG
Segment Anything Model 2 (SAM 2) is a state-of-the-art development by Meta AI Research, designed to address the limitations of its predecessor, SAM, particularly in the realm of video segmentation. SAM 2 employs a transformer-based architecture enhanced with streaming memory, enabling real-time processing for both images and videos. This advancement is important given the exponential growth of multimedia content and the subsequent demand for efficient video analysis. Utilizing the SA-V dataset, SAM 2 excels in handling the intricate spatio-temporal dynamics inherent in video data, ensuring accurate and efficient segmentation. Key features of SAM 2 include its ability to provide real-time segmentation with minimal user interaction, maintaining robust performance even in dynamic and cluttered visual environments. This study provides a comprehensive overview of SAM 2, detailing its architecture, functionality, and diverse applications. It further explores the model's potential in improving practical implementations across various domains, emphasizing its significance in advancing real-time video analysis.


Lecturer
Department of Computing and Information System
Daffodil International University, Bangladesh
Published at
UbiComp

Published at
UbiComp, IJCNN, HCII, Pattern Recognition, IEEE Access


Research Data Engineer II
University of Rochester Medical Center


Lecturer
Department of Computer Science and Engineering
Independent University, Bangladesh (IUB)


Assistant Professor
Department of Computer Science and Engineering
Independent University, Bangladesh (IUB)Published at
CHI, UIST, UbiComp, IJCNN, ICIP, HCII, ICDMW, BLP, Pattern Recognition, IEEE Internet of Things Journal, JMIR, JMIR Human Factors, JMIR Formative Research, IEEE Access, Smart Agricultural Technology, Diabetes Research and Clinical Practice, PLOS ONE


Professor
Department of Information Sciences and Technology
George Mason University, USA

Honorary Professor
Department of Computer Science and Engineering
Independent University, Bangladesh (IUB)Published at
ACL, CHI, UbiComp, ECAI, WACV, PAKDD, IJCNN, ICPR, ICIP, HCII, CLEF, BLP, Scientific Reports, Pattern Recognition, JMIR, IEEE Access, Smart Agricultural Technology, Frontiers in Computational Neuroscience, Diabetes Research and Clinical Practice, PLOS ONE