• Abstract (4)
• Acknowledgements (5)
• Dedication (6)
• List of Figures (7)
• List of Tables (10)
• Introduction (11)
  • About Brain Tumors (11)
  • Introduction to Deep Learning (13)
  • Challenges in Deep Learning for Brain Tumors (15)
  • Tasks of Deep learning for Brain tumors (16)
  • Object Detection (18)
  • Contributions (20)
  • Thesis Structure (21)
• Literature Review (22)
  • Brain Tumor Detection (22)
  • Brain Tumor Classification (28)
  • Brain Tumor Segmentation (30)
  • Classical Machine Learning Algorithms (31)
• Proposed Method (35)
  • Transformers (36)
    • Attention (38)
  • Vision Transformer (VIT) (41)
  • Faster-RCNN (45)
    • Region Proposal Network (RPN) (47)
    • Anchor box (48)
    • A Loss Function for Learning Region Proposals (48)
  • Faster-VIT (50)
• simulations and Results (53)
  • Performance metrics (53)
  • Dataset Description (57)
  • Training Configuration (57)
• Conclusion and Future Works (64)
  • Conclusion (64)
  • Future Directions (65)
• Bibliography (66)