Face Mask Detection using OpenCV, Keras/TF and Deep Learning | Detect Masks in Real-Time videos

Опубликовано: 01 Январь 2025
на канале: Satyajit Pattnaik

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Face Mask Detection using OpenCV, Keras/TF and Deep Learning | Detect Masks in Real-Time videos

𝐂𝐍𝐍 𝐓𝐮𝐭𝐨𝐫𝐢𝐚𝐥:    • Convolution Neural Networks - Explana...

In this Python programming video, we will learn building a Face Mask Detector using OpenCV, Keras, Tensorflow, MobileNet and Deep Learning. We will also see how to apply this on a live stream.

𝐒𝐨𝐮𝐫𝐜𝐞 𝐂𝐨𝐝𝐞 𝐂𝐫𝐞𝐝𝐢𝐭𝐬: Prajna Bhandy
𝐒𝐨𝐮𝐫𝐜𝐞 𝐂𝐨𝐝𝐞: https://github.com/prajnasb/observations
𝐂𝐨𝐝𝐞 𝐒𝐡𝐨𝐰𝐧 𝐢𝐧 𝐕𝐢𝐝𝐞𝐨: https://github.com/pik1989/FaceMaskDe... (Copy the datasets folder from this path: https://github.com/prajnasb/observati...)

Feel free to play around with the code, change the parameters and come up with better accuracy. Let me know the changes in the comment section below.

𝗔𝗴𝗲𝗻𝗱𝗮:

0:00 Session Begins!!
1:32 About the Use Case
8:37 Repository & Dataset walkthrough
11:48 MobileNetV2 Architecture
12:52 Libraries Used
14:31 Data Preprocessing
19:02 Model Building
25:39 Model Training
26:08 Model Output
28:33 Code Walkthrough for Mask Detection via Video
37:09 Testing on a VideoStream

Interested in learning Data Analytics, Data Science, Machine Learning & AI: https://beingdatum.com/, or WhatsApp me at : +852 94029144

To get a detailed understanding on model deployment & flask, please refer:    • Machine Learning Model Deployment usi...  , for other deployment codes, please refer the below links.

𝐎𝐮𝐫 𝐨𝐭𝐡𝐞𝐫 𝐩𝐥𝐚𝐲𝐥𝐢𝐬𝐭𝐬:

𝗣𝘆𝘁𝗵𝗼𝗻 - 𝗕𝗮𝘀𝗶𝗰𝘀 𝘁𝗼 𝗔𝗱𝘃𝗮𝗻𝗰𝗲𝗱:    • End to End: Python Programming
𝗣𝗼𝘄𝗲𝗿 𝗕𝗜:    • Power BI: End to End
𝗗𝗶𝗺𝗲𝗻𝘀𝗶𝗼𝗻𝗮𝗹𝗶𝘁𝘆 𝗥𝗲𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗧𝗲𝗰𝗵𝗻𝗶𝗾𝘂𝗲𝘀:    • End to End: Feature Engineering
𝗦𝗤𝗟 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲:    • End to End: SQL for Data Science
𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁𝘀:    • End to End: Model Deployment

𝐀𝐧𝐲 𝐟𝐮𝐫𝐭𝐡𝐞𝐫 𝐪𝐮𝐞𝐬𝐭𝐢𝐨𝐧𝐬?

𝗥𝗲𝗮𝗰𝗵 𝗼𝘂𝘁 𝘁𝗼 𝗺𝗲 𝗱𝗶𝗿𝗲𝗰𝘁𝗹𝘆 𝗮𝘁:   / satyajitpattnaik
𝐕𝐢𝐝𝐞𝐨 𝐄𝐝𝐢𝐭𝐢𝐧𝐠: Poonam Shenoy (  / kpoonamshenoy  )

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