Please find project flowchart in attached documents. You need to a data pre-processing on a facial detection deep learning project, you do not need to any algorithms or modeling, just sort and clean...

2 answer below »
Please find project flowchart in attached documents. You need to a data pre-processing on a facial detection deep learning project, you do not need to any algorithms or modeling, just sort and clean the dataset so it is ready for processing. After that please write a 4 pages report which include these parts: abstract, intro, literature review (any relevant articles or journals you found to help facial detection) and dataset pre-processing. Please also create a 2-3 slides of ppt based on the report and submit everything including report, ppt, codes. Thank you!



255 Project Flowchart Project Title: Facial Expression and Gender Recognition using Deep Learning Networks Project Objectives: Detect, recognize and classify 7-10 human facial expressions/ emotions (happy, calm, boring, …) and human gender (male, female) using a 10,000 image dataset. (U.S Adult Faces) Several Deep Learning Models that are capable of recognize facial expression and gender: 1) AlexNet 2) VGGNet 3) GoogleNet 4) AdaGabor 5) 3D-CNN 6) SJMT 7) DMTL Project Steps and Division of Labor: 1. Find Dataset (Completed) 2. Data Preprocessing and Exploration (Reduce image size, remove noise, segmentation/morphology…) 3. Find 6-8 Deep Learning Models to process our project objective. Need to research and find the python code for each deep learning model. 4. Research detailed information for each model. Find out the architecture flowchart, loss functions, advantage, disadvantages, history of each deep learning model 5. Train our dataset into each deep learning model, get the performance evaluation indicator (Prediction accuracy, loss…) of each model. 6. We need to analyze the performance of each model. Why does this model perform better than the other in the image recognition area?etc.
Answered 11 days AfterMay 10, 2021

Answer To: Please find project flowchart in attached documents. You need to a data pre-processing on a facial...

Sandeep Kumar answered on May 22 2021
146 Votes
SOLUTION.PDF

Answer To This Question Is Available To Download

Related Questions & Answers

More Questions »

Submit New Assignment

Copy and Paste Your Assignment Here