Author Login IJIRT Partner Network (IPN) Login

Segmentation Of Brain Tumor Using MRI Scan

  • Unique Paper ID: 162659
  • Volume: 10
  • Issue: 10
  • PageNo: 617-621
  • Abstract:
  • Brain tumors present multifaceted challenges in their diagnosis and treatment, impacting critical organs and posing health risks even in benign cases. Accurate identification and management of these tumors remain complex, even for experienced medical professionals. Recent advancements in deep learning (DL) have significantly contributed to the detection, diagnosis, and delineation of brain neoplasms. However, the computational demands associated with segmentation, often reliant on convolutional neural networks (CNNs) like UNet, present a bottleneck. In our study, we introduce three innovative segmentation networks inspired by Transformers, employing a 4-stage deep encoder-decoder architecture. These networks incorporate a novel cross-attention model and utilize separable convolution layers to maintain activation map dimensionality, thereby reducing computational overhead while preserving superior segmentation accuracy. Our attention model seamlessly integrates into various network components, including transition layers, encoder, and decoder blocks. Compared to the conventional UNet architecture, our proposed networks demonstrate a substantial reduction—up to an order of magnitude—in the number of training parameters. Notably, one of our models surpasses UNet's performance by achieving faster training times while maintaining a Dice Similarity Coefficient (DSC) >94%. This robust performance ensures highly efficient brain tumor segmentation, holding promise for improved diagnostic and treatment outcomes.
Download article email to a friend

Cite This Article

  • ISSN: 2349-6002
  • Volume: 10
  • Issue: 10
  • PageNo: 617-621

Segmentation Of Brain Tumor Using MRI Scan

Related Articles

Impact Factor
8.01 (Year 2024)
UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Archive

View More

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry