Handling Data Scarcity Through Data Augmentation in Training of Deep Neural Networks for 3D Data Processing

• Published in: International journal on semantic web and information systems Vol. 18; no. 1; pp. 1 - 16
• Main Authors: Srivastava, Akhilesh Mohan, Rotte, Priyanka Ajay, Jain, Arushi, Prakash, Surya
• Format: Journal Article
• Language: English
• Published: Hershey IGI Global 01.01.2022
• Subjects: Artificial neural networks; Customer satisfaction; Data augmentation; Data processing; Health care reform; Neural networks; Object recognition; Remote sensing; Three dimensional models; India

Due to the availability of cheap 3D sensors such as Kinect and LiDAR, the use of 3D data in various domains such as manufacturing, healthcare, and retail to achieve operational safety, improved outcomes, and enhanced customer experience has gained momentum in recent years. In many of these domains,...