Deep learning based hand wrist segmentation using mask R-CNN

Joint Authors

Elumalai, Gokula Krishnan
Ganesan, Malathi

Source

The International Arab Journal of Information Technology

Issue

Vol. 19, Issue 5 (30 Sep. 2022), pp.785-792, 8 p.

Publisher

Zarqa University Deanship of Scientific Research

Publication Date

2022-09-30

Country of Publication

Jordan

No. of Pages

8

Main Subjects

Information Technology and Computer Science

Abstract EN

Deep learning is one of the trending technologies in computer vision to identify and classify objects.

Deep learning is a subset of Machine Learning and Artificial Intelligence.

Detecting and classifying the object was a challenging task in traditional computer vision techniques, and now there are numerous deep learning techniques scaled up to achieve this.

The primary purpose of the research is to detect and segment the human hand wrist region using deep learning methods.

This research is widespread to deep learning enthusiasts who needs to segment custom objects using instance segmentation.

We demonstrated a segmented hand wrist using the Mask Regional Convolutional Neural Network (R-CNN) technique with an average accuracy of 99.73%.

This work also compares the performance evaluation of baseline and custom Hand Wrist Mask R-CNN.

The achieved validation class loss is 0.00866 training and 0.02736 validation; both the values are comparatively deficient compared with baseline Mask R-CNN.

American Psychological Association (APA)

Elumalai, Gokula Krishnan& Ganesan, Malathi. 2022. Deep learning based hand wrist segmentation using mask R-CNN. The International Arab Journal of Information Technology،Vol. 19, no. 5, pp.785-792.
https://search.emarefa.net/detail/BIM-1437085

Modern Language Association (MLA)

Elumalai, Gokula Krishnan& Ganesan, Malathi. Deep learning based hand wrist segmentation using mask R-CNN. The International Arab Journal of Information Technology Vol. 19, no. 5 (Sep. 2022), pp.785-792.
https://search.emarefa.net/detail/BIM-1437085

American Medical Association (AMA)

Elumalai, Gokula Krishnan& Ganesan, Malathi. Deep learning based hand wrist segmentation using mask R-CNN. The International Arab Journal of Information Technology. 2022. Vol. 19, no. 5, pp.785-792.
https://search.emarefa.net/detail/BIM-1437085

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references : p. 791-792

Record ID

BIM-1437085