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VisEvent: Reliable Object Tracking via Collaboration of Frame and Event Flows
[article]
2021
arXiv
pre-print
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In this work, we propose a large-scale Visible-Event benchmark (termed VisEvent) due to the lack of a realistic and scaled dataset for this task. ...
Therefore, the two sensors can cooperate with each other to achieve more reliable object tracking. ...
Efficiency Analysis: Due to the proposed CMT is a gen- eral module for visible-event tracking, therefore, its efficiency mainly depends on the used baseline tracker. ...
arXiv:2108.05015v2
fatcat:umjlv2lr4vgvrkxbzhu2u3afau
Learning Attentions: Residual Attentional Siamese Network for High Performance Online Visual Tracking
2018
2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition
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However, it is still difficult to adapt an offline trained model to a target tracked online. This work presents a Residual Attentional Siamese Network (RASNet) for high performance object tracking. ...
Offline training for object tracking has recently shown great potentials in balancing tracking accuracy and speed. ...
We further report the EAO scores for the real-time experiment as shown in Fig. 11 . ...
doi:10.1109/cvpr.2018.00510
dblp:conf/cvpr/WangTXGHM18
fatcat:5f2p5jhp55dzxigay5tqhidvza
SiamAPN++: Siamese Attentional Aggregation Network for Real-Time UAV Tracking
[article]
2021
arXiv
pre-print
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To this concern, in this paper, a novel attentional Siamese tracker (SiamAPN++) is proposed for real-time UAV tracking. ...
Besides, real-world tests onboard a typical embedded platform demonstrate that SiamAPN++ achieves promising tracking results with real-time speed. ...
Therefore, we propose a novel attentional Siamese tracker namely SiamAPN++ for real-time UAV tracking, mainly consisting of the attentional aggregation network (AAN) and anchor proposal network based on ...
arXiv:2106.08816v2
fatcat:tdkwspfkm5fibpa3urirt2oegy
Visual scanning strategies in the cockpit are modulated by pilots' expertise: A flight simulator study
2021
PLoS ONE
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Compared to novices, professional pilots had a higher perceptual efficiency (more numerous and shorter dwells), a better distribution of attention, an ambient mode of visual attention, and more complex ...
The monitoring is cognitively demanding, but is necessary for timely intervention in the event of a parameter deviation. ...
Jahanpour, Quentin Chenot, Evelyne Lepron, and Lili for their valuable assistance. The authors thank the PEGASE simulator technical team. ...
doi:10.1371/journal.pone.0247061
pmid:33600487
pmcid:PMC7891757
fatcat:by7sflu5inbnrb5gepnjgcogkm
CARDIAC CONTROL DURING DUAL-TASK PERFORMANCE OF VISUAL OR AUDITORY MONITORING WITH VISUAL-MANUAL TRACKING
2005
Psychologia
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Dividing attention elicited uncoupled parasympathetic inhibition that was greater for the visual monitoring and tracking dual-task than for the auditory monitoring and tracking dual-task, which we interpreted ...
Separate groups performed visual or auditory monitoring tasks singly and in combination with visual-manual tracking while heart period, respiratory sinus arrhythmia (RSA), and pre-ejection period (PEP) ...
However, we expected that the time-sharing costs would be greater for the visual monitoring dual-task than for the auditory monitoring dual-task due to its greater competition for the perceptual and spatial ...
doi:10.2117/psysoc.2005.66
fatcat:n3dqxgu5jvdw7afatizxas2ybm
A Configurable Heterogeneous Multicore Architecture With Cellular Neural Network for Real-Time Object Recognition
2009
IEEE transactions on circuits and systems for video technology (Print)
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The cellular neural network is utilized to accelerate the visual attention algorithm for selecting salient image regions rapidly. ...
In this paper, a configurable heterogeneous multicore architecture with a dual-mode linear processor array and a cellular neural network on the networkon-chip platform is presented for real-time object ...
Thus, instead of trying to interpret the entire scene, the recognition module focuses on the scene parts previously provided by the visual attention module. ...
doi:10.1109/tcsvt.2009.2031516
fatcat:oczezwycrrdr5frnus2gfgtb3e
Siamese Attentional Keypoint Network for High Performance Visual Tracking
[article]
2019
arXiv
pre-print
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Firstly, a new Siamese lightweight hourglass network is specifically designed for visual tracking. ...
In this paper, we investigate impacts of three main aspects of visual tracking, i.e., the backbone network, the attentional mechanism and the detection component, and propose a Siamese Attentional Keypoint ...
Ling, Parallel tracking and verifying: A framework for real-time and high accuracy visual tracking,
in: IEEE International Conference on Computer Vision (ICCV), 2017, pp. 5486–5494.
[59] M. ...
arXiv:1904.10128v1
fatcat:ovn4s5cbdfbkllioy7fxnqxp5q
Siamese Object Tracking for Unmanned Aerial Vehicle: A Review and Comprehensive Analysis
[article]
2022
arXiv
pre-print
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Unmanned aerial vehicle (UAV)-based visual object tracking has enabled a wide range of applications and attracted increasing attention in the field of remote sensing because of its versatility and effectiveness ...
In the end, prospects for the development of Siamese UAV tracking in the remote sensing field are discussed. ...
After all, real-time is the most basic requirement for aerial tracking. ...
arXiv:2205.04281v1
fatcat:wfiflgmhsncubfnxlfps2hunca
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging
[article]
2022
arXiv
pre-print
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On the one hand, the proposed HR spatial-spectral attention module with its efficient feature fusion provides continuous and fine pixel-level features. ...
Therefore, we propose a high-resolution dual-domain learning network (HDNet) for HSI reconstruction. ...
maps of different attention modules used for HSI reconstruction. ...
arXiv:2203.02149v1
fatcat:n7qvjfk2h5ef5klrx6v7bejktu
MixFormer: End-to-End Tracking with Iterative Mixed Attention
[article]
2022
arXiv
pre-print
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Our core design is to utilize the flexibility of attention operations, and propose a Mixed Attention Module (MAM) for simultaneous feature extraction and target information integration. ...
In addition, to handle multiple target templates during online tracking, we devise an asymmetric attention scheme in MAM to reduce computational cost, and propose an effective score prediction module to ...
SAM represents for self attention module, CAM for cross attention module and MAM for the proposed mixed attention module. The numbers in brackets represent the number of the blocks. ...
arXiv:2203.11082v2
fatcat:h6t7hveezfbete3pssr2oet6dq
Advances in the Dynallax Solid-State Dynamic Parallax Barrier Autostereoscopic Visualization Display System
2008
IEEE Transactions on Visualization and Computer Graphics
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By dynamically varying barrier parameters in real time, viewers may move closer to the display and move faster laterally than with a static barrier system, and the display can switch between 3D and 2D ...
The display device is constructed by using a dual-stacked LCD monitor where a dynamic barrier is rendered on the front display and a modulated virtual environment composed of two or four channels is rendered ...
Real-time interactivity is afforded with either a tracked or untracked wand containing a joystick and multiple buttons. ...
doi:10.1109/tvcg.2007.70627
pmid:18369259
fatcat:6r52hr564vecpi74lak4zokuee
Robust on-vehicle real-time visual detection of American and European speed limit signs, with a modular Traffic Signs Recognition system
2007
IEEE Intelligent Vehicles Symposium
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The system processes in real-time videos with images of 640x480 pixels, at ~20frames/s on a standard 2.13GHz dual-core laptop. ...
In this paper, we present robust visual speed limit signs detection and recognition systems for American and European signs. ...
The system requires only grayscale videos, and is able to process in real-time a video flow of images with 640x480 pixels at ~20 frames/s on a standard 2.13GHz dual-core laptop. ...
doi:10.1109/ivs.2007.4290268
fatcat:pvmpwv4odfcnfp7fgmizrn2dom
The Impairing Effect of Mental Fatigue on Visual Sustained Attention under Monotonous Multi-Object Visual Attention Task in Long Durations: An Event-Related Potential Based Study
2016
PLoS ONE
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Subjects performed a dual visual task, which includes a continuous tracking task (primary task) and a random signal detection task (secondary task), for 63 minutes nonstop in order to elicit ERPs. ...
The impairing effects of mental fatigue on visual sustained attention were assessed by event-related potentials (ERPs). ...
Acknowledgments The authors would like to thank Yan Li for helping to implement the experiment and collect data. ...
doi:10.1371/journal.pone.0163360
pmid:27681684
pmcid:PMC5040418
fatcat:rhihns7r5ncrrm52nmegqlymdq
Siamese Visual Tracking with Dual-Pipeline Correlated Fusion Network
2021
IEICE transactions on information and systems
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However, it is a challenge for current Siamese trackers that the demands of balance between accuracy in real-time tracking and robustness in long-time tracking are hard to meet. ...
Siamese visual tracking, viewed as a problem of maxsimilarity matching to the target template, has absorbed increasing attention in computer vision. ...
Zeng, "Tracking by ...
doi:10.1587/transinf.2021edp7060
fatcat:zalrposirfegzalgzj23fmmraq
MFGNet: Dynamic Modality-Aware Filter Generation for RGB-T Tracking
[article]
2022
arXiv
pre-print
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convolutional kernels for various input images in practical tracking. ...
The augmented feature maps will be fed into the RoI align module to generate instance-level features for subsequent classification. ...
MDNet, while we develop our tracker based on real-time MDNet (i.e., RT-MDNet). ...
arXiv:2107.10433v2
fatcat:3mxe5iidvrgbvbxdna4pwwlv74
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