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. 2025 May 2;15:15411. doi: 10.1038/s41598-025-96588-1

Table 6.

Different types of prototypes and algorithms used in that model which can used by visually impaired person.

Prototype Functionalities Algorithms

Helmet with omnidirectional

camera and sensors(IMUs),

backpack with laptop

Indoor positioning,

tracking, and indoor

scene recognition

Simultaneous localization

and mapping algorithm

(SLAM)

Stereo camera mounted

on a helmet, smartphone,

web application, and a

cloud platform

Indoor positioning,

object detection and

recognition, OCR,

Speech processing

Vision-based SLAM,

Deep CNN based models

A head-mounted RGB-D

camera, a laptop, a haptic

feedback vest, a smartphone

user interface, andIMU sensors

Indoor positioning and

navigation with haptic

feedback.

Vision based SLAM

algorithm

Google Glass for capturing the

image and server for object

classification

Obstacles detection AlexNet CNN model

Single camera mounted on

Raspberry Pi board

Object detection and

recognition, Distance

estimation

YOLO object detection

algorithm, Distance

estimation algorithm