[HTML][HTML] Beyond the hype: Big data concepts, methods, and analytics

A Gandomi, M Haider - International journal of information management, 2015 - Elsevier
Size is the first, and at times, the only dimension that leaps out at the mention of big data.
This paper attempts to offer a broader definition of big data that captures its other unique and …

Pedestrian attribute recognition at far distance

Y Deng, P Luo, CC Loy, X Tang - Proceedings of the 22nd ACM …, 2014 - dl.acm.org
The capability of recognizing pedestrian attributes, such as gender and clothing style, at far
distance, is of practical interest in far-view surveillance scenarios where face and body close …

Multi-attribute learning for pedestrian attribute recognition in surveillance scenarios

D Li, X Chen, K Huang - 2015 3rd IAPR Asian Conference on …, 2015 - ieeexplore.ieee.org
In real video surveillance scenarios, visual pedestrian attributes, such as gender, backpack,
clothes types, are very important for pedestrian retrieval and person reidentification. Existing …

Attention-based pedestrian attribute analysis

Z Tan, Y Yang, J Wan, H Hang… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
Recognizing the pedestrian attributes in surveillance scenes is an inherently challenging
task, especially for the pedestrian images with large pose variations, complex backgrounds …

Efficient group-n encoding and decoding for facial age estimation

Z Tan, J Wan, Z Lei, R Zhi, G Guo… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
Different ages are closely related especially among the adjacent ages because aging is a
slow and extremely non-stationary process with much randomness. To explore the …

RES: Real-time video stream analytics using edge enhanced clouds

M Ali, A Anjum, O Rana, AR Zamani… - … on Cloud Computing, 2020 - ieeexplore.ieee.org
With increasing availability and use of Internet of Things (IoT) devices such as sensors and
video cameras, large amounts of streaming data is now being produced at high velocity …

Big data analytics in E-commerce for the US and China through literature reviewing

W Zhuang, MC Wang, I Nakamoto… - Journal of Systems …, 2021 - degruyter.com
Big data analytics (BDA) in e-commerce, which is an emerging field that started in 2006,
deeply affects the development of global e-commerce, especially its layout and performance …

Edge enhanced deep learning system for large-scale video stream analytics

M Ali, A Anjum, MU Yaseen, AR Zamani… - 2018 IEEE 2nd …, 2018 - ieeexplore.ieee.org
Applying deep learning models to large-scale IoT data is a compute-intensive task and
needs significant computational resources. Existing approaches transfer this big data from …

Deep and ordinal ensemble learning for human age estimation from facial images

JC Xie, CM Pun - IEEE Transactions on Information Forensics …, 2020 - ieeexplore.ieee.org
Some recent work treats age estimation as an ordinal ranking task and decomposes it into
multiple binary classifications. However, a theoretical defect lies in this type of methods: the …

Soft-ranking label encoding for robust facial age estimation

X Zeng, J Huang, C Ding - IEEE Access, 2020 - ieeexplore.ieee.org
Automatic facial age estimation can be used in a wide range of real-world applications.
However, this process is challenging due to the randomness and slowness of the aging …