Real_Time_Mask_Detection

Implementation to Detect Mask in webcam. Improve performance by adding datasets.

Model

• Yolor

Dataset

• FMDD(LARXEL'S FACEMASK DETECTION DATASET)
• RMFRD(REAL-WORLD MASKED FACE RECOGNITION DATASET/REAL-WORLD MASKED FACE DATASET)
• COCO DATASET[PERSON]

Performance

Dataset	Test Size	AP50test	AP75test	batch1 throughput
FMDD(Imbalance dataset)	1280	5%	??%	46 fps
FMDD + COCO	1280	11%	??%	46 fps
FMDD + COCO + RFMRD	1280	13%	??%	46 fps

Installation

• python version : 3.6.9
• pip3 install -r requirements.txt

Inference

• download wights and cfg file
• save in model directory
• python3 run.py

Evaluate

• download testdataset and annotation_path, weights, cfg file
• save in dataset directory and model directory
• python3 evaluate.py

References

Expand

• https://github.com/WongKinYiu/yolor.git
• https://www.kaggle.com/andrewmvd/face-mask-detection
• https://github.com/X-zhangyang/Real-World-Masked-Face-Dataset