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   Articles with "aware transformer" as a keyword



A Frequency-Aware Transformer for Multiscale Fault Diagnosis in Electrical Machines

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recommendations! Published in 2025 at "IEEE Access"

DOI: 10.1109/access.2025.3596859

Abstract: Motor fault diagnosis is a critical technology for ensuring the reliability of industrial equipment and enabling predictive maintenance. However, conventional fault diagnosis methods struggle to effectively capture complex time-frequency patterns, limiting their ability to perform… read more here.

Keywords: frequency aware; fault diagnosis; fault; aware transformer ... See more keywords

PA-Former: Learning Prior-Aware Transformer for Remote Sensing Building Change Detection

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recommendations! Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"

DOI: 10.1109/lgrs.2022.3200396

Abstract: Building change detection (BCD) is significant for urban planning and environmental protection. In view of the interclass similarity and intraclass difference of building changes in complex built-up area, specialized solutions have been introduced in BCD.… read more here.

Keywords: information; change detection; aware transformer; building change ... See more keywords

AdaMoT: Adaptive Motion-Aware Transformer for Efficient Visual Tracking

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recommendations! Published in 2025 at "IEEE Signal Processing Letters"

DOI: 10.1109/lsp.2025.3553429

Abstract: Visual object tracking utilizing adaptive computation presents challenges stemming from the complexities of modeling intricate motion patterns and achieving computational efficiency. While recent transformer-based trackers have shown promising results, they struggle to effectively capture varying… read more here.

Keywords: adaptive motion; attention; motion estimation; motion ... See more keywords

Local–Global Feature-Aware Transformer Based Residual Network for Hyperspectral Image Denoising

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recommendations! Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"

DOI: 10.1109/tgrs.2022.3229361

Abstract: Hyperspectral images (HSIs) are generally distorted by various types of damage and degradation due to limited imaging conditions. Hence, noise reduction is an essential process before HSI interpretations and applications. In this article, a novel… read more here.

Keywords: global feature; aware transformer; local global; feature ... See more keywords

MorFormer: Morphology-Aware Transformer for Generalized Pavement Crack Segmentation

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recommendations! Published in 2025 at "IEEE Transactions on Intelligent Transportation Systems"

DOI: 10.1109/tits.2025.3558782

Abstract: Cracks are common on pavements. Accurate crack detection plays a vital role in pavement maintenance. However, cracks have rich and varied morphological features and fine edges, making this task challenging. Additionally, noise factors such as… read more here.

Keywords: segmentation; morphology aware; crack; crack segmentation ... See more keywords

SATEER: Subject-Aware Transformer for EEG-Based Emotion Recognition

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recommendations! Published in 2024 at "International journal of neural systems"

DOI: 10.1142/s0129065725500029

Abstract: This study presents a Subject-Aware Transformer-based neural network designed for the Electroencephalogram (EEG) Emotion Recognition task (SATEER), which entails the analysis of EEG signals to classify and interpret human emotional states. SATEER processes the EEG… read more here.

Keywords: subject aware; aware transformer; eeg; emotion recognition ... See more keywords

TERTIAN: Clinical Endpoint Prediction in ICU via Time-Aware Transformer-Based Hierarchical Attention Network

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recommendations! Published in 2022 at "Computational Intelligence and Neuroscience"

DOI: 10.1155/2022/4207940

Abstract: Accurately predicting the clinical endpoint in ICU based on the patient's electronic medical records (EMRs) is essential for the timely treatment of critically ill patients and allocation of medical resources. However, the patient's EMRs usually… read more here.

Keywords: time; aware transformer; hierarchical attention; time aware ... See more keywords

Template-Aware Transformer for Person Reidentification

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recommendations! Published in 2022 at "Computational Intelligence and Neuroscience"

DOI: 10.1155/2022/8917964

Abstract: Person reidentification (ReID) is a challenging computer vision task for identifying or verifying one or more persons when the faces are not available. In ReID, the indistinguishable background usually affects the model's perception of the… read more here.

Keywords: aware transformer; template aware; template; person reidentification ... See more keywords