Smoke Recognition in Satellite Imagery via an Attention Pyramid Network With Bidirectional Multilevel Multigranularity Feature Aggregation and Gated Fusion
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2023.3339476
Abstract: Recognizing smoke in satellite imagery is a critical approach in an Internet of Things (IoT) system for monitoring forest fires. However, the task remains challenging due to false alarms of smoke-like occurrences caused by complex… read more here.
Keywords: pyramid; fusion; attention; multigranularity ... See more keywords
A Novel Three-Way Deep Learning Approach for Multigranularity Fuzzy Association Analysis of Time Series Data
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Fuzzy Systems"
DOI: 10.1109/tfuzz.2023.3332921
Abstract: Discovering valuable knowledge from massive time series data is challenging due to sophisticated temporal relationships and inherent uncertainties. This article proposes a new multigranularity fuzzy association analysis of multigranularity incorporated with three-way decisions inspired by… read more here.
Keywords: time; way; three way; fuzzy association ... See more keywords
When Multigranularity Meets Spatial–Spectral Attention: A Hybrid Transformer for Hyperspectral Image Classification
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2023.3242978
Abstract: The transformer framework has shown great potential in the field of hyperspectral image (HSI) classification due to its superior global modeling capabilities compared to convolutional neural networks (CNNs). To utilize the transformer to model spatial–spectral… read more here.
Keywords: hybrid transformer; spatial spectral; classification; multigranularity ... See more keywords
Multigranularity Decoupling Network With Pseudolabel Selection for Remote Sensing Image Scene Classification
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2023.3244565
Abstract: The existing deep networks have shown excellent performance in remote sensing scene classification (RSSC), which generally requires a large amount of class-balanced training samples. However, deep networks will result in underfitting with imbalanced training samples… read more here.
Keywords: decoupling network; multigranularity; scene classification; remote sensing ... See more keywords
MGR3Net: Multigranularity Region Relation Representation Network for Facial Expression Recognition in Affective Robots
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2024.3353912
Abstract: Automatic facial expression recognition (FER) based on face images is essential for affective robots, which are designed for interactive companions and intelligent healthcare. Although existing DL-based FERs have made significant progress, an accurate FER model… read more here.
Keywords: facial expression; expression recognition; relation; representation ... See more keywords
Multigranularity Localization Transformer With Collaborative Understanding for Referring Multiobject Tracking
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Instrumentation and Measurement"
DOI: 10.1109/tim.2024.3522698
Abstract: As an essential component of vision-based measurement (VBM), referring multiobject tracking (RMOT) involves localizing and tracking specific objects in video frames using linguistic prompts as references. To enhance the effectiveness of linguistic prompts when training,… read more here.
Keywords: multigranularity localization; localization transformer; collaborative understanding; localization ... See more keywords