Browsing by Author "Bilal Ahmed"

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    Hashtag Recommendation for Micro Videos Using 3D Convolutional Neural Network
    (Library Information Services, COMSATS University Islamabad, Lahore Campus, 2022) Bilal Ahmed; SP19-RCS-009; LHR TP 8351; Dr. Ashfaq Ahmad
    In recent years, due to common usage of camera equipment like mobile phones and variations of various short videos platform, a lot of videos published each second are either creative or non-creative. Compared to short videos creation, traditional video creation process is very long process like time consuming, producing & casting. Creating shot video is easy where you can use any smart device’s camera, a video is creative if it creates a meaningful interest in your mind after watching else non creative. In this paper we focused on a deep learning algorithm for understanding consistent features and complementary features of micro videos in vine dataset using 3-dimensional convolutional network. The algorithm works on equal-sized frames of video to extract & learn features such as spatial features where we train the model on three different modules of vine dataset d60, d80 & d 100 of vine. We also perform batch normalization on convolutional outputs to avoid overfit & got best results for given vine test data. Through experimental practice we found that 3D CNN performs better than previous methods of understanding video method. In addition to given algorithm we found that how different training dataset affect the feature extraction and affect the results
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    Workflow Based Employee Leave Management System
    (Library Informtion Services, CUI Lahore, 2021) Bilal Ahmed; LHR TP 7490; Dr Abid Sohail Bhutta
    Employees are the most valuable asset of an organisation. Every organisation has its own employee leave procedure for its employees .However, traditional leave management systems involve paperwork for employee leave/special vacation that is employee have to submit an application for vacation. The application is then approved or disapproved. Moreover employees don't know about the status of their application while being processed. To provide ease to employee and remove paper work we are going to introduce online leave management system. Here comes the Business Process Management that is for the improvement of this process. The whole process will be workflow based in which tasks and information is passed from one participant to another for some action. In our system, employee have to login into system & select apply for leave option. Fill the required form and send it for approval. This application would be receive by approval authority. Which may approve your leave or send it to another authority for further approval. So whole process will be workflow based, at the end decision that was made by approval authority on application would be sent to employee. In a result employees will stay tuned about the status of their application and the all the work is online which is time saving.