CS406.M11 - XỬ LÝ ẢNH VÀ ỨNG DỤNG

IMAGE PROCESSING AND APPLICATIONS

REFERRENCES

• Introduction
• Contributors
• Introduction Project
• Install
• Pretrained Checkpoint
• Demo
• Citation

INTRODUCTION

• Subject: IMAGE PROCESSING AND APPLICATIONS
• ID: CS406
• CLASS ID: CS406.M11
• YEAR: 2021 - 2022
• LECTURER: PhD. Dung Mai Tien - dungmt@uit.edu.vn

CONTRIBUTORS

No.	FULL NAME	STUDENT ID	ROLE	Email	Github	Facebook
1	Phuong Nguyen Ngoc Lan	19520227	Leader	19520227@gm.uit.edu.vn	lphuong304	phuwowngnef
2	Phu Cao Hung	19520214	Member	19520214@gm.uit.edu.vn	caohungphu	caohungphuvn
3	Nha Le Quang	19520195	Member	19520195@gm.uit.edu.vn	nhalq	qnhane

FINAL PROJECT

PROJECT: AUTOMATIC LICENSE PLATE DETECTION AND CENSORING

Abstraction: In the current age of the Internet, not only identity cards, human faces,... License plates are also of the type of sensitive personal information that, when leaked on social networks, movies, or videos,... Moreover, being taken advantage of by bad people can lead to unintended consequences like being tracked, releasing individual home addresses without permission, etc. In this final project of image processing and application by using computer vision and deep learning, we provide a system that can automatically detect and censor license palates in an image. Applying in videos is still carried on.

INSTALL

PRETRAINED CHECKPOINT

MODEL	mAPval(%)	mAPval0.5(%)
FASTER RCNN (DATA RAW)	40.11	72.5
YOLOV5 (DATA RAW)	64.3	34.3
FASTER RCNN (DATA AUGMENTATION)	43.44	75.85
YOLOV5 (DATA AUGMENTATION)	66.5	39.37

DEMO

Playlist Demo: Youtube

CITATION

1. https://github.com/facebookresearch/detectron2
2. https://github.com/ultralytics/yolov5