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Hierarchical cross-modal attention and dual audio pathways for enhanced multimodal sentiment analysis
Published 2025-07-01“…Traditional sentiment analysis approaches are mainly based on text data, which can be inefficient as valuable sentiment information may reside within images and audio. Aiming at solving this issue, the model provides a unified framework that integrates three modalities (text, image, audio) based on BERT text encoder, ResNet50 visual features extractor and hybrid CNN-Wav2Vec2.0 pipeline for audio representation. …”
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ECONOMIC RESTRUCTURING AND MIGRATION ASSIMILATION IN THE EU: THE ROLE OF DIVERSE ECONOMIC MODELS
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LSTA-CNN: A Lightweight Spatiotemporal Attention-Based Convolutional Neural Network for ASD Diagnosis Using EEG
Published 2025-01-01“…Compared with some representative deep learning models, e.g., Shallow ConvNet, EEGNet, etc., our proposed LSTA-CNN achieves the best classification performance on our self-collected EEG dataset. …”
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Colletotrichum infections during flower development and fruit ripening in four olive cultivars
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IDNet: A Diffusion Model-Enhanced Framework for Accurate Cranio-Maxillofacial Bone Defect Repair
Published 2025-04-01“…Quantitative evaluation revealed that IDNet outperformed mainstream methods, including UNETR and 3D U-Net, across key metrics: Dice Similarity Coefficient (DSC), True Positive Rate (RECALL), and 95th percentile Hausdorff Distance (HD95). …”
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Competência em informação e inteligência artificial
Published 2025-04-01“…Os dados foram examinados com o auxílio de quatro softwares: Microsoft Excel, Ucinet, NetDraw e VOSviewer, possibilitando a elaboração de gráficos, tabelas, rede de coautoria e rede de palavras-chave. …”
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Explainable light-weight deep learning pipeline for improved drought stress identification
Published 2024-11-01“…Sensor-based imaging data serves as a rich source of information for machine learning and deep learning algorithms, facilitating further analysis that aims to identify drought stress. …”
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A Multi-Scale Fusion Deep Learning Approach for Wind Field Retrieval Based on Geostationary Satellite Imagery
Published 2025-02-01“…At large scales, MFR incorporates a multi-encoder coordinate U-net model, which incorporates multiple encoders and utilises coordinate information to fuse meso- to large-scale features, enabling accurate and regionally complete wind field retrievals, while reducing the computational resources required. …”
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Prediction of intrinsic multiferroicity and large valley polarization in a layered Janus material
Published 2025-08-01“…Notably, the direction of the net magnetic moment can be reversed through ferroelectric polarization switching, enabling nonvolatile control of the magnetism. …”
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A Robust Longitudinal Control Strategy of Platoons under Model Uncertainties and Time Delays
Published 2018-01-01“…A centralized control method is presented, where the leader of a CAV platoon collects information from followers, computes the desired accelerations of all controlled vehicles, and broadcasts the desired accelerations to followers. …”
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Robust Classification of Smartphone Captured Handwritten Document Images Using Deep Learning
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A Novel Adaptive Cuboid Regional Growth Algorithm for Trunk–Branch Segmentation of Point Clouds from Two Fruit Tree Species
Published 2025-07-01“…Accurate acquisition of the phenotypic information of trunk-shaped fruit trees plays a crucial role in intelligent orchard management, pruning during dormancy, and improving fruit yield and quality. …”
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A novel lightweight multi-scale feature fusion segmentation algorithm for real-time cervical lesion screening
Published 2025-02-01“…In encoder stage, the first layer of MobileNetV2 module outputs shallow features which tend to be lost during multi-layer feature extraction. …”
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Dynamic graph attention network based on multi-scale frequency domain features for motion imagery decoding in hemiplegic patients
Published 2024-11-01“…MFF-DANet employs convolutional kernels of various scales to extract feature information across multiple frequency bands, followed by a channel attention-based average pooling operation to retain the most critical frequency domain features. …”
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Comment genial.ly peut-il aider un/e élève à améliorer sa mémoire ?
Published 2025-03-01Get full text
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