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   Articles with "guided transformer" as a keyword



A graph-guided transformer based on dual-stream perception for hyperspectral image classification

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recommendations! Published in 2024 at "International Journal of Remote Sensing"

DOI: 10.1080/01431161.2024.2408495

Abstract: ABSTRACT The excellent capabilities of Transformers and Graph Neural Networks (GNNs) in modelling long-range dependencies and handling irregular data have led to their widespread application in hyperspectral image (HSI) classification tasks. However, the Graph Transformer… read more here.

Keywords: classification; hyperspectral image; guided transformer; dual stream ... See more keywords

Prior Guided Transformer for Accurate Radiology Reports Generation

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recommendations! Published in 2022 at "IEEE Journal of Biomedical and Health Informatics"

DOI: 10.1109/jbhi.2022.3197162

Abstract: In this paper, we propose a prior guided transformer for accurate radiology reports generation. In the encoder part, a radiograph is firstly represented by a set of patch features, which is obtained through a convolutional… read more here.

Keywords: radiology; accurate radiology; guided transformer; transformer accurate ... See more keywords

Multimodal-Guided Transformer Architecture for Remote Sensing Salient Object Detection

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recommendations! Published in 2025 at "IEEE Geoscience and Remote Sensing Letters"

DOI: 10.1109/lgrs.2025.3601083

Abstract: The latest remote sensing image saliency detectors primarily rely on RGB information alone. However, spatial and geometric information embedded in depth images is robust to variations in lighting and color. Integrating depth information with RGB… read more here.

Keywords: detection; information; guided transformer; transformer architecture ... See more keywords

Prompt-Guided Transformer and MLLM Interactive Learning for Text-Based Pedestrian Search

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recommendations! Published in 2025 at "IEEE Transactions on Information Forensics and Security"

DOI: 10.1109/tifs.2025.3586488

Abstract: Aiming to retrieve pedestrian images based on a textual description query, Text-Based Pedestrian Search (TBPS) gains increasingly attention due to its applications in security surveillance. As a fine-grained classification task, TBPS requires identifying images of… read more here.

Keywords: loss; guided transformer; interactive learning; mllm interactive ... See more keywords

WIGformer: Wavelet-Based Illumination-Guided Transformer

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recommendations! Published in 2025 at "Symmetry"

DOI: 10.3390/sym17050798

Abstract: Low-light image enhancement remains a challenging task in computer vision due to the complex interplay of noise, asymmetrical artifacts, illumination non-uniformity, and detail preservation. Existing methods such as traditional histogram equalization, gamma correction, and Retinex-based… read more here.

Keywords: based illumination; guided transformer; illumination guided; wavelet based ... See more keywords