A NOVEL APPROACH FOR OBJECT DETECTION AND IMAGE SEGMENTATION USING MACHINE LEARNING AND MASK RCNN

Authors:

N.Baby Rani, D.Srivalli

Page No: 329-333

Abstract:

Identifying objects in a picture in real-time is a laborious process. One of the solutions to this arduous task is the image below trained weight models; however certain parts of this effort remained unsuccessful owing to a lack of information. This issue is fixed by developing an object identification model using reference data from a trained weight model of 90 samples that eliminates the requirement for human intervention in image analysis. CNN is used to rotate the picture, and the weight matrix of the image's pixel data is then extracted. A characteristic is produced by doing this to a model that serves as a reference model. This results in a feature and is applied to a model that serves as a reference model. The Mask-RCNN approach, a quick RCNN technique that is simultaneously more precise and quicker than CNN, is used to classify the model. The items in the image are going to be anchored off, and the name of the item in question and the % of re- organization will be shown on the edge of the anchor box. Although it is dependent on the kind of picture that is sent to the operating system as input, this is helpful for upcoming applications.

Description:

Object detection, Machine learning, CNN, Image segmentation, Mask RCNN

Volume & Issue

Volume-12,ISSUE-8

Keywords

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