mlsanityData to 14 Oct 2026

Assisting Blind People Using Object Detection with Vocal Feedback

arXiv 2401.01362 ↗First posted 18 Dec 2023cs.CVcited by 0

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Abstract (arXiv)

For visually impaired people, it is highly difficult to make independent movement and safely move in both indoors and outdoors environment. Furthermore, these physically and visually challenges prevent them from in day-today live activities. Similarly, they have problem perceiving objects of surrounding environment that may pose a risk to them. The proposed approach suggests detection of objects in real-time video by using a web camera, for the object identification, process. You Look Only Once (YOLO) model is utilized which is CNN-based real-time object detection technique. Additionally, The OpenCV libraries of Python is used to implement the software program as well as deep learning process is performed. Image recognition results are transferred to the visually impaired users in audible form by means of Google text-to-speech library and determine object location relative to its position in the screen. The obtaining result was evaluated by using the mean Average Precision (mAP), and it was found that the proposed approach achieves excellent results when it compared to previous approaches.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 10 of its 26 references that are in the map. First posted on arXiv 18 Dec 2023.

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10 of 26 references.

References · 10

  1. 2015Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networkscited by 9,639
  2. 2015You Only Look Once: Unified, Real-Time Object Detectioncited by 4,852
  3. 2015SSD: Single Shot MultiBox Detectorcited by 3,130
  4. 2015Fast R-CNNcited by 2,933
  5. 2018YOLOv3: An Incremental Improvementcited by 2,659
  6. 2013Rich feature hierarchies for accurate object detection and semantic segmentationcited by 2,162
  7. 2016YOLO9000: Better, Faster, Strongercited by 1,431
  8. 2016End to End Learning for Self-Driving Carscited by 1,009
  9. 2019A Review of Object Detection Models based on Convolutional Neural Networkcited by 22
  10. 2018A scene perception system for visually impaired based on object detection and classification using multi-modal DCNNcited by 1

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