Deep Learning-Based Iraqi License Plate Recognition for Inte…

Master Thesis Writing Artificial Intelligence (License Plate Recognition) I am looking for an experienced academic writer to write a Masters thesis in English in the field of Artificial Intelligence / Computer Vision. Topic: Iraq License Plate Detection and Recognition using Deep Learning (YOLO and OCR). Important: The thesis must follow a specific structure similar to a Persian thesis template that I will provide. The writer must strictly follow the same chapters and sections. Thesis Structure Required: Chapter 1: Introduction – Introduction – Background and motivation – Research problem – Research objectives and questions – Innovation of the research – Thesis structure Chapter 2: Deep Learning Background – Introduction – Feed Forward Neural Networks – Error functions – Gradient descent – Backpropagation – Activation functions – Learning rate – Batch and stochastic learning – Data augmentation – Convolutional Neural Networks (CNN) – Convolution layers – Pooling layers – CNN architectures – Recurrent Neural Networks (RNN) – LSTM networks Chapter 3: Related Work – Introduction – License plate extraction from images – Traditional methods based on edges – Methods based on color – Texture-based methods – Character segmentation – Projection-based methods – Pixel connectivity methods – Character recognition – CNN architectures for object detection – Deep CNN models (GoogleNet, Residual CNNs, etc.) – Region-based CNN – Fast R-CNN – Faster R-CNN – YOLO – YOLOv2 Chapter 4: Proposed System – Introduction – Problem description – Vehicle license plate detection – CNN architecture used for plate detection – Tiny YOLO architecture and training specifications – False positive and false negative control – Character recognition from license plates Chapter 5: Experiments and Evaluation – Introduction – Dataset description – Accuracy and prediction performance – License plate detection results – Recall and Precision evaluation – Character recognition results – Processing speed – Comparison with other methods Chapter 6: Conclusion and Future Work – Conclusion – Future suggestions Requirements: – Academic writing style – Proper citations and references – Around 7080 pages – Plagiarism-free – IEEE referencing style – Figures and diagrams where necessary Note: I will provide the methodology and implementation details of the system separately. The writers job is to write the thesis text according to the provided structure.