Video processing using deep learning techniques: A systematic literature review

V Sharma, M Gupta, A Kumar, D Mishra - IEEE Access, 2021 - ieeexplore.ieee.org
… the deep learning technique for video processing as CNN, DNN, and RNN based. We observe
the significant advancements in video processing … LSTM based deep learning techniques. …

Deep learning-based video coding: A review and a case study

D Liu, Y Li, J Lin, H Li, F Wu - ACM Computing Surveys (CSUR), 2020 - dl.acm.org
deep learning-based video coding, we present a case study of our developed prototype video
codec, Deep Learning Video … Specifically for processing image/video, deep learning using …

Distributed embedded deep learning based real-time video processing

W Zhang, D Zhao, L Xu, Z Li, W Gong… - 2016 IEEE international …, 2016 - ieeexplore.ieee.org
… the needs for fast processing of continuous video data using … using deep learning techniques
for real time video processing, … on surveillance video. Compared with the high end GPU …

A computing platform for video crowdprocessing using deep learning

Z Lu, KS Chan, T La Porta - IEEE INFOCOM 2018-IEEE …, 2018 - ieeexplore.ieee.org
video processing using deep learning, we should take into account the characteristics of the
computing of deep learning. … identify batch processing, which makes deep learning different …

New generation deep learning for video object detection: A survey

L Jiao, R Zhang, F Liu, S Yang, B Hou… - … and Learning …, 2021 - ieeexplore.ieee.org
… First, to reduce the number of redundant calculations, we introduce the analytical process
of video object detection from a data distribution perspective. Wang et al. [33] proposed a …

PyTorchVideo: A deep learning library for video understanding

H Fan, T Murrell, H Wang, KV Alwala, Y Li, Y Li… - Proceedings of the 29th …, 2021 - dl.acm.org
… The resulting PyTorchVideo-accelerated X3D model runs around 6× faster than real time,
requiring roughly 165ms to process one second of video, directly on the mobile phone. The …

A deep-intelligence framework for online video processing

W Zhang, L Xu, Z Li, Q Lu, Y Liu - IEEE Software, 2016 - ieeexplore.ieee.org
… technologies with deep learning for realtime continuous video processing. To meet that need…
offline cloud processing, online stream processing, and runtime deep learning. Evaluations …

FastVA: Deep learning video analytics through edge processing and NPU in mobile

T Tan, G Cao - IEEE INFOCOM 2020-IEEE Conference on …, 2020 - ieeexplore.ieee.org
… Although these advanced deep learning models can provide us with better results, they also
… supports deep learning video analytics through edge processing and Neural Processing

Deep learning video analytics through edge computing and neural processing units on mobile devices

T Tan, G Cao - IEEE Transactions on Mobile Computing, 2021 - ieeexplore.ieee.org
… supports deep learning video analytics through edge processing and Neural Processing
Based on the processing time and accuracy requirement of the mobile application, we study …

Deepdecision: A mobile deep learning framework for edge video analytics

X Ran, H Chen, X Zhu, Z Liu… - IEEE INFOCOM 2018 …, 2018 - ieeexplore.ieee.org
… s Inception deep learning model can process about one video … [6], [7], typical processing
times are approximately 600 ms, … In industry, while a few applications run deep learning locally …