Advanced Audio Aid for Blind People

no code implementations • 17 Nov 2022 • Savera Sarwar, Muhammad Turab, Danish Channa, Aisha Chandio, M. Uzair Sohu, Vikram Kumar

One of the most important senses in human life is vision, without it life is totally filled with darkness.

object-detection Object Detection

Precise Single-stage Detector

no code implementations • 9 Oct 2022 • Aisha Chandio, Gong Gui, Teerath Kumar, Irfan Ullah, Ramin Ranjbarzadeh, Arunabha M Roy, Akhtar Hussain, Yao Shen

There are still two problems in SDD causing some inaccurate results: (1) In the process of feature extraction, with the layer-by-layer acquisition of semantic information, local information is gradually lost, resulting into less representative feature maps; (2) During the Non-Maximum Suppression (NMS) algorithm due to inconsistency in classification and regression tasks, the classification confidence and predicted detection position cannot accurately indicate the position of the prediction boxes.

object-detection Object Detection +1