Free Anti Spoofing/ Liveliness Detector for Face Recognition System Fake VS Real | Computer Vision

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00:00 Introduction
02:49 Overview
07:08 Installations
08:20 Testing Face Detector
10:21 Testing Yolo
12:27 GPU
15:31 File Creation Test
17:54 Data Collection Overview
21:21 Bigger Bounding Box
31:50 Face Blurriness
38:29 Confidence Value
41:43 Normalization
50:35 Drawing
52:39 Saving Image
01:07:48 Save Label File
01:13:39 Recheck Label File
01:17:45 Collecting Data
01:27:51 Creating Directories
01:33:48 Get Name List
01:38:51 Shuffle Data
01:40:36 Split Data
01:50:21 Copy Files
01:55:06 Data.yaml
02:00:48 Training On Local PC
02:11:07 Training On Google Colab
02:20:56 Drawing