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MANet: Improving Video Denoising with a Multi-Alignment Network [article]

Yaping Zhao, Haitian Zheng, Zhongrui Wang, Jiebo Luo, Edmund Y. Lam
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]

Yaping Zhao, Haitian Zheng, Zhongrui Wang, Jiebo Luo, Edmund Y. Lam
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

Yuhao Zhang, Arun Kumar
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]

Zhangyong Tang, Tianyang Xu, Xiao-Jun Wu
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

Hong Zhou, Zhongwei Zhang
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

Binh Thanh Kieu, Inigo Jauregi Unanue, Son Bao Pham, Hieu Xuan Phan, Massimo Piccardi
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

Dengshan Li, Rujing Wang, Peng Chen, Chengjun Xie, Qiong Zhou, Xiufang Jia
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]

Szymon Szott, Katarzyna Kosek-Szott, Piotr Gawłowicz, Jorge Torres Gómez, Boris Bellalta, Anatolij Zubow, Falko Dressler
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]

Jing Li, Yong Niu, Hao Wu, Bo Ai, Sheng Chen, Zhiyong Feng, Zhangdui Zhong, Ning Wang
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

Xu Chuanyun, Zhang Yang, Wang Sen
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

Juan Cao, Yitian Zhao, Ran Song, Yingchun Zhang
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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