Assembly Line Quality Assurance Through Hand Tracking and Object Detection

نویسندگان

چکیده

This work presents a vision-based quality assurance system that does assembly line monitoring. The is developed using machine learning hand tracking and object detection methods to monitor the worker’s movement while evaluating correctness of assembly. Feedback about order steps worker has taken continuously shown user. potential reduce amount manual required for in line.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Assembly line performance and modeling

Automobile sector forms the backbone of manufacturing sector. Vehicle assembly line is important section in automobile plant where repetitive tasks are performed one after another at different workstations. In this thesis, a methodology is proposed to reduce cycle time and time loss due to important factors like equipment failure, shortage of inventory, absenteeism, set-up, material handling, r...

متن کامل

Applying mean shift and motion detection approaches to hand tracking in sign language

Hand gesture recognition is very important to communicate in sign language. In this paper, an effective object tracking and hand gesture recognition method is proposed. This method is combination of two well-known approaches, the mean shift and the motion detection algorithm. The mean shift algorithm can track objects based on the color, then when hand passes the face occlusion happens. Several...

متن کامل

Manipulator and object tracking for in-hand 3D object modeling

Recognizing and manipulating objects is an important task for mobile robots performing useful services in everyday environments. While existing techniques for object recognition related to manipulation provide very good results even for noisy and incomplete data, they are typically trained using data generated in an offline process. As a result, they do not enable a robot to acquire new object ...

متن کامل

RapidArc quality assurance through MapCHECK

The purpose is to devise a patient-specific quality assurance procedure for RapidArc radiotherapy using the MapCHECK detector array. We use our existing MapCHECK system and a Solid Water phantom with an embedded ion chamber to develop a quality assurance procedure for RapidArc treatment after commissioning. The ion chamber used to measure the absolute dose is surrounded by 6 cm layers of solid ...

متن کامل

System Framework and Configuration for On-line Quality Assurance System Framework and Configuration for On-line Quality Assurance

It is now widely accepted within the industrial community that quality assurance is essential for future survival and competitiveness. However, most quality improvement activities have been performed off-line without being integrated into the shop floor control system (SFCS) that focuses on efficient production planning and scheduling. An integrated systematic framework for both enhancing produ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: MATEC web of conferences

سال: 2022

ISSN: ['2261-236X', '2274-7214']

DOI: https://doi.org/10.1051/matecconf/202237007003