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MANet: Improving Video Denoising with a Multi-Alignment Network
[article]
2022
arXiv
pre-print
In this work, we present a multi-alignment network, which generates multiple flow proposals followed by attention-based averaging. ...
Experiments on a large-scale video dataset demonstrate that our method improves the denoising baseline model by 0.2dB, and further reduces the parameters by 47% with model distillation. ...
Fig. 2 : 2 Fig. 2: Network structure of the video denoising framework with multiple alignment. ...
arXiv:2202.09704v2
fatcat:wnppmshmm5h27azv3wqo47n7yy
MANet: Improving Video Denoising with a Multi-Alignment Network
[article]
2022
In this work, we present a multi-alignment network, which generates multiple flow proposals followed by attention-based averaging. ...
Experiments on a large-scale video dataset demonstrate that our method improves the denoising baseline model by 0.2dB, and further reduces the parameters by 47% with model distillation. ...
Fig. 2 : 2 Fig. 2: Network structure of the video denoising framework with multiple alignment. ...
doi:10.48550/arxiv.2202.09704
fatcat:fyyb3a3lozdpbfjduumyqgmut4
Contents
2015
Procedia Computer Science
of DT-MR Images with an Iterative PCA U.S. ...
Based Recommendations for Improving Learner Engagement T.R. ...
doi:10.1016/s1877-0509(15)02213-9
fatcat:ltb3x34y2jhnhlhgssoi67sdk4
Table of Contents
2021
IEEE Signal Processing Letters
MANet: Multi-Scale Attention Network for Correspondence Learning . . . . . . . . . . Y. Chen, L. Zheng, X. Liu, and G. ...
Li Disentangling 3D/4D Facial Affect Recognition With Faster Multi-View Transformer . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .Zhao Discriminative Alignment of Projected Belief Networks ...
doi:10.1109/lsp.2021.3134551
fatcat:ab4b4tb5rrcu5cq6aifdekrizq
Table of Contents
2021
IEEE Signal Processing Letters
Fan MANet: Multi-Scale Attention Network for Correspondence Learning . . . . . . . . . . Y. Chen, L. Zheng, X. Liu, and G. ...
Zhang DAPC-Net: Deformable Alignment and Pyramid Context Completion Networks for Video Inpainting . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . ...
doi:10.1109/lsp.2021.3134549
fatcat:m6obtl7k7zdqvd62eo3c4tptfy
Panorama
2019
Proceedings of the VLDB Endowment
But using them for video monitoring applications incurs high computational cost and inference latency. Thus, recent works have studied how to improve system efficiency. ...
We call this the "unbounded vocabulary" issue, and it is a key bottleneck for emerging video monitoring applications. ...
video using CNNs. • We create a new multi-task CNN architecture, Panora-maNet, that supports unbounded vocabularies in a unified and unsupervised manner based on embedding extraction and content-based ...
doi:10.14778/3372716.3372721
fatcat:75lrf3dypzbq5ddrex3jwiuph4
Temporal Aggregation for Adaptive RGBT Tracking
[article]
2022
arXiv
pre-print
Visual object tracking with RGB and thermal infrared (TIR) spectra available, shorted in RGBT tracking, is a novel and challenging research topic which draws increasing attention nowadays. ...
robustness of tracking performance.As for multi-modal tracking, constrained to the limited RGBT datasets, the adaptive fusion sub-network is appended to our method at the decision level to reflect the ...
However, the limited RGBT data suppresses the probability of designing a wider and deeper neural network, while lightweight architectures can not extract the multi-modal features with adequate discrimination ...
arXiv:2201.08949v2
fatcat:shfvqqqixncltcbfaaofbhfi5a
Differentiated Statistical QoS Guarantees for Real-Time CBR Services in Broadband Wireless Access Networks
2010
2010 International Conference on Computational Intelligence and Software Engineering
of Defense
Technology, China
31541
A delay-aware routing metric for multi-radio multi-channel wireless
mesh networks
Jing Xu
Huazhong University of
Science and Technology, China
31611
A ...
University, China
31348 Efficient Multi-Path Routing in Wireless Sensor Networks
Liming He
Chang'an University, China
31384 Throughput Estimation for Singleton Video Streaming Application
over ...
doi:10.1109/wicom.2010.5601439
fatcat:kaereulmjzhbdpknj727a4vuri
Learning Neural Textual Representations for Citation Recommendation
2021
2020 25th International Conference on Pattern Recognition (ICPR)
spatially enriched pixel time series with
convolutional neural networks
DAY 3 -Jan 14, 2021
Liu, Hong; Wang, Yawei; Yang,
Bing
1459
Mutual Alignment between Audiovisual Features for End-To-End ...
; Shang,
Xiuqin; Shen, Zhen; Xiong, Gang;
Dong, Xisong; Hu, Bin; Wang, Fei-
Yue
1934
Joint Face Alignment and 3D Face Reconstruction with Efficient
Convolution Neural Networks
DAY 3 -Jan 14, 2021 ...
doi:10.1109/icpr48806.2021.9412725
fatcat:3vge2tpd2zf7jcv5btcixnaikm
Contents
2011
Procedia Engineering
Infrared Video Guo Jie-Rong and Liu Chang-Qing . . ...
Multi-channel MAC Protocol for Dense Multi-Hop Wireless Sensor Networks Mingfei Wang, Mingyang Wang, Linlin Ci and Yongjun Xu . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . ...
and Jun Wang
. 4147 The Design and Implementation of a Blended Knowledge Management Course in Higher Education Chun-Liang Chen and Tsang-Lang . . 4178 Principles and a Framework of ...
doi:10.1016/s1877-7058(11)04811-9
fatcat:adrkzzediretxma23pbeqmltvu
Visual Feature Learning on Video Object and Human Action Detection: A Systematic Review
2021
Micromachines
We mainly review and discuss the classic video detection methods with supervised learning. In addition, the frequently-used video object detection and human action recognition datasets are reviewed. ...
Finally, a summarization of the video detection is represented, e.g., the video object and human action detection methods could be classified into frame-by-frame (frame-based) detection, extracting-key-frame ...
A face video verification system proposed by Chen et al. has four parts: face detection, face association, face alignment, face verification [85] . ...
doi:10.3390/mi13010072
pmid:35056238
pmcid:PMC8781209
fatcat:kdc5msiv2rd7zh7qlxymbpdk3y
Wi-Fi Meets ML: A Survey on Improving IEEE 802.11 Performance with Machine Learning
[article]
2022
arXiv
pre-print
The Wi-Fi community is currently deploying Wi-Fi~6 and developing Wi-Fi~7, which will bring higher data rates, better multi-user and multi-AP support, and, most importantly, improved configuration flexibility ...
Wireless local area networks (WLANs) empowered by IEEE 802.11 (Wi-Fi) hold a dominant position in providing Internet access thanks to their freedom of deployment and configuration as well as the existence ...
Alternatively, improved ML-based beam alignment predictions are performed with camera images. Salehi et al. ...
arXiv:2109.04786v3
fatcat:ny55qfhsnfduzcxyve5mylpr2m
Mobility Support for Millimeter Wave Communications: Opportunities and Challenges
[article]
2022
arXiv
pre-print
Millimeter-wave (mmWave) communication technology offers a potential and promising solution to support 5G and B5G wireless networks in dynamic scenarios and applications. ...
Next we survey the key challenges and existing solutions to mmWave applications, such as channel modeling, channel estimation, anti-blockage, and capacity improvement. ...
Among them, RW models initially work as a reference in evaluating mobile ad hoc network (MANET) routing protocols and applications, and they are subsequently used to describe people's mobility with constraints ...
arXiv:2205.09214v1
fatcat:l7ekb4a3pnabxmnlr7wirpm55q
Cell Segmentation in Cervical Smear Images using Polar Coordinates GVF Snake with Radiating Edge Map
2013
Journal of Multimedia
The watermark information is embedded in a halftone process for image screening with phase modulation method. The watermark is extracted by a template, which is optimized using the PSO algorithm. ...
Print-and-scan attack is a challenging problem for most of digital watermarks. ...
We also thank the anonymous reviewers for their suggestions and feedback that helped us to improve the quality of this paper. ...
doi:10.4304/jmm.8.3.213-219
fatcat:fb5tm3tguvgmxblj3eygm7pqmu
A 3D Simplification Method based on Dual Point Sampling
2013
Journal of Multimedia
The watermark information is embedded in a halftone process for image screening with phase modulation method. The watermark is extracted by a template, which is optimized using the PSO algorithm. ...
Print-and-scan attack is a challenging problem for most of digital watermarks. ...
We also thank the anonymous reviewers for their suggestions and feedback that helped us to improve the quality of this paper. ...
doi:10.4304/jmm.8.3.191-197
fatcat:z5gmzeiwqfadlakggntajifdru
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