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1. Reconstruction of Adaptive Leaky Integrate-and-Fire Neuron to Enhance the Spiking Neural Networks Performance by Establishing Complex Dynamics NSTL国家科技图书文献中心

Quan Liu |  Mincheng Cai... -  《IEEE transactions on neural networks and learning systems》 - 2025,36(2) - 2619~2633 - 共15页

摘要: spatiotemporal backpropagation (STBP). | Since digital spiking signals can carry rich |  information and propagate with low computational consumption | , spiking neural networks (SNNs) have received great |  attention from neuroscientists and are regarded as the
关键词: Neurons |  Mathematical models |  Biomembranes |  Biological neural networks |  Spatiotemporal phenomena |  Membrane potentials |  Backpropagation

2. MSGFormer: Revolutionizing Traffic Flow Prediction With Multiscale and Gated Transformer Architecture NSTL国家科技图书文献中心

Wei Li |  Jun Chen... -  《IEEE internet of things journal》 - 2025,12(2) - 2014~2025 - 共12页

摘要: dynamic spatiotemporal interdependencies inherent within | Traffic flow prediction has emerged as a |  critical component in advancing smart cities | . Nevertheless, precisely forecasting traffic flow remains a |  formidable challenge, attributable to the intricate and
关键词: Transformers |  Correlation |  Logic gates |  Predictive models |  Spatiotemporal phenomena |  Data models |  Internet of Things

3. A Tracking Prior to Localization Workflow for Ultrasound Localization Microscopy NSTL国家科技图书文献中心

Alexis Leconte |  Jonathan Porée... -  《IEEE Transactions on Medical Imaging》 - 2025,44(2) - 698~710 - 共13页

摘要:Ultrasound Localization Microscopy (ULM) has |  proven effective in resolving microvascular structures |  and local mean velocities at sub-diffraction-limited |  scales, offering high-resolution imaging capabilities | . Dynamic ULM (DULM) enables the creation of angiography
关键词: Location awareness |  Trajectory |  Spatiotemporal phenomena |  Standards |  Ultrasonic imaging |  Smoothing methods |  Microscopy

4. DST-GNN: A Dynamic Spatiotemporal Graph Neural Network for Cyberattack Detection in Grid-Tied Photovoltaic Systems NSTL国家科技图书文献中心

Sha Peng |  Mengxiang Liu... -  《IEEE transactions on smart grid》 - 2025,16(1) - 330~343 - 共14页

摘要: spatiotemporal graph neural network (DST-GNN) for cyberattack | The increasing deployment of solar |  photovoltaic (PV) systems in the electric grid, aimed at |  addressing the energy crisis and surging power demands, has |  expanded the potential vulnerability to cyberattacks due
关键词: Cyberattack |  Convolution |  Graph neural networks |  Voltage control |  Spatiotemporal phenomena |  Inverters |  Feature extraction

5. ActionCLIP: Adapting Language-Image Pretrained Models for Video Action Recognition NSTL国家科技图书文献中心

Mengmeng Wang |  Jiazheng Xing... -  《IEEE transactions on neural networks and learning systems》 - 2025,36(1) - 625~637 - 共13页

摘要:The canonical approach to video action |  recognition dictates a neural network model to do a classic |  and standard 1-of-N majority vote task. They are |  trained to predict a fixed set of predefined categories | , limiting their transferability on new datasets with
关键词: Adaptation models |  Task analysis |  Data models |  Transformers |  Spatiotemporal phenomena |  Semantics |  Computer architecture

6. Multigroup Multirole Assignment NSTL国家科技图书文献中心

Zhihang Yu |  Cong Guo... -  《IEEE transactions on computational social systems》 - 2025,12(1) - 259~273 - 共15页

摘要:Role-based collaboration (RBC) theory is a |  promising paradigm for problem-solving in complex systems | . Multigroup role assignment (MGRA) specifically tackles the |  task of assigning roles for multigroup collaboration | . However, due to the constraint that an agent can only
关键词: Collaboration |  Resource management |  Problem-solving |  Drones |  Decision making |  Training |  Spatiotemporal phenomena

7. Improving Reconstruction Speed of Positron Emission Particle Tracking by Efficient Gradient Calculation NSTL国家科技图书文献中心

Eunsik Choi |  Yeseul Kim... -  《IEEE Transactions on Radiation and Plasma Medical Sciences》 - 2025,9(1) - 40~46 - 共7页

摘要: tomography (PET) scanner. The spatiotemporal B-spline | The development of molecular imaging |  algorithms and tools has advanced our understanding of the |  molecular dynamics in complex systems, such as tracking |  cells in vivo. One of these advancements, the positron
关键词: Splines (mathematics) |  Accuracy |  Trajectory |  Positron emission tomography |  Linear programming |  Spatiotemporal phenomena |  Particle tracking

8. MTCSAR: Fusing Multitemporal Interaction With Coherence Prior for SAR Image Denoising NSTL国家科技图书文献中心

Jianwei Liu |  Xin Su... -  《IEEE Transactions on Geoscience and Remote Sensing》 - 2025,63 - 1~17 - 共17页

摘要:Synthetic aperture radar (SAR) images are |  inherently affected by speckle noise due to their imaging |  principles, significantly impacting downstream research | . Denoising methods based on deep learning have garnered |  attention and are gradually maturing, yet they face
关键词: Radar polarimetry |  Coherence |  Noise reduction |  Feature extraction |  Noise |  Speckle |  Training |  Spatiotemporal phenomena |  Deep learning |  Vegetation mapping

9. Peatland Water Table Depth Monitoring Using Quad-Polarimetric L-Band SAR NSTL国家科技图书文献中心

Benjamin Sterratt |  Armando Marino... -  《IEEE journal of selected topics in applied earth observations and remote sensing》 - 2025,18 - 5824~5837 - 共14页

摘要: spatiotemporal and temporal WTD variation at a raised bog in | Accurate, remote sensing-based methods of |  monitoring peatland water table depth (WTD) could support |  peatland management and restoration. Quad-polarimetric L | -band synthetic-aperture radar (quad-pol L-band SAR
关键词: Predictive models |  Filters |  Remote sensing |  Monitoring |  L-band |  Spatiotemporal phenomena |  Vegetation mapping |  Speckle |  C-band |  Training

10. A Versatile Point Cloud Compressor Using Universal Multiscale Conditional Coding – Part I: Geometry NSTL国家科技图书文献中心

Jianqiang Wang |  Ruixiang Xue... -  《IEEE Transactions on Pattern Analysis and Machine Intelligence》 - 2025,47(1) - 269~287 - 共19页

摘要:A universal multiscale conditional coding |  framework, Unicorn, is proposed to compress the geometry |  and attribute of any given point cloud. Geometry |  compression is addressed in Part I of this paper, while |  attribute compression is discussed in Part II. We
关键词: Point cloud compression |  Geometry |  Encoding |  Tensors |  Spatiotemporal phenomena |  Correlation |  Transform coding
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