Deep Learning Algorithms with Applications to Video Analytics for A Smart City: A Survey

12/10/2015
by   Li Wang, et al.
0

Deep learning has recently achieved very promising results in a wide range of areas such as computer vision, speech recognition and natural language processing. It aims to learn hierarchical representations of data by using deep architecture models. In a smart city, a lot of data (e.g. videos captured from many distributed sensors) need to be automatically processed and analyzed. In this paper, we review the deep learning algorithms applied to video analytics of smart city in terms of different research topics: object detection, object tracking, face recognition, image classification and scene labeling.

READ FULL TEXT

page 2

page 3

page 6

research
04/11/2018

Deep Learning For Computer Vision Tasks: A review

Deep learning has recently become one of the most popular sub-fields of ...
research
05/09/2019

Deep Learning Acceleration Techniques for Real Time Mobile Vision Applications

Deep Learning (DL) has become a crucial technology for Artificial Intell...
research
03/11/2022

Peng Cheng Object Detection Benchmark for Smart City

Object detection is an algorithm that recognizes and locates the objects...
research
12/05/2017

AI Oriented Large-Scale Video Management for Smart City: Technologies, Standards and Beyond

Deep learning has achieved substantial success in a series of tasks in c...
research
07/26/2022

Towards Smart City Security: Violence and Weaponized Violence Detection using DCNN

In this ever connected society, CCTVs have had a pivotal role in enforci...
research
02/15/2022

Energy-Efficient Parking Analytics System using Deep Reinforcement Learning

Advances in deep vision techniques and ubiquity of smart cameras will dr...
research
10/14/2014

An exact mapping between the Variational Renormalization Group and Deep Learning

Deep learning is a broad set of techniques that uses multiple layers of ...

Please sign up or login with your details

Forgot password? Click here to reset