Comparison between ILSTM and machine learning-based algorithms in binary classification. حسب Asmaa Ahmed Awad (16726315)

Comparison between ILSTM and deep learning-based algorithms in binary classification. حسب Asmaa Ahmed Awad (16726315)

MSE for ILSTM algorithm in binary classification. حسب Asmaa Ahmed Awad (16726315)

"…The ILSTM was then used to build an efficient intrusion detection system for binary and multi-class classification cases. The proposed algorithm has two phases: phase one involves training a conventional LSTM network to get initial weights, and phase two involves using the hybrid swarm algorithms, CBOA and PSO, to optimize the weights of LSTM to improve the accuracy. …"

Accuracy comparison between the proposed algorithm and existing algorithms. حسب Xin Li (51274)

Several loop patterns found in binary code. حسب Alba Pedro-Zapater (8600382)

The main workflow of the proposed algorithm. حسب Xin Li (51274)

Performance comparison based on feature groups and their combinations. حسب Rinrada Tanthanathewin (18611171)

الموضوعات:

Illustrations of distances used as the 5^th to 7^th features (f5-f7) from a blob (orange circle) to the fovea. حسب Rinrada Tanthanathewin (18611171)

الموضوعات:

Examples of results from two different OCT images shown in the left and right columns. حسب Rinrada Tanthanathewin (18611171)

الموضوعات:

Illustration of Area of interest (left) and all HRF blobs used as EX-AN candidates (right). حسب Rinrada Tanthanathewin (18611171)

الموضوعات:

Examples of the fovea locations (stars) a typical case (left) and an abnormal case (right). حسب Rinrada Tanthanathewin (18611171)

الموضوعات:

ILM (pink line) and RPE (green line) layers in a normal OCT image. حسب Rinrada Tanthanathewin (18611171)

الموضوعات:

Examples of input (first column) and areas between ILM and RPE layers of ground truth (second column) and U-Net (third columns) and U-Net++ (fourth column) of four OCT cases. حسب Rinrada Tanthanathewin (18611171)

الموضوعات:

Illustrations of fovea detection procedure. The typical case (left) and the abnormal case (right) with ILMs (black lines), fitted lines (red lines), intersection points (blue verti... حسب Rinrada Tanthanathewin (18611171)

الموضوعات:

An example of a histogram of the normalized intensity of an OCT image. حسب Rinrada Tanthanathewin (18611171)

الموضوعات:

The flowchart depicting the overall procedures of the proposed work. حسب Rinrada Tanthanathewin (18611171)

الموضوعات:

Performance comparison of the area between ILM and RPE layers. حسب Rinrada Tanthanathewin (18611171)

الموضوعات:

Comparison of images before and after pre-processing: the original image (left) and after applying top-hat and bottom-hat filters (right). حسب Rinrada Tanthanathewin (18611171)

الموضوعات:

An example of an OCT image of a DR case (left) and illustration of relevant parts (right): EX-AN blobs (yellow blobs) in the area of interest (a blue region), the ILM (a red line)... حسب Rinrada Tanthanathewin (18611171)

الموضوعات:

Illustration of the correct blobs (yellow), missing blobs (red), and irrelevant blobs (green). حسب Rinrada Tanthanathewin (18611171)

الموضوعات: