Dynamic Swin Transformer With Early Exit for Efficient Quality Defect Detection in Power Distribution Network
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3605908
Abstract: Operational reliability of energy metering devices is paramount for modern smart grids, yet these devices face multifaceted degradation from concurrent environmental, electrical, and mechanical stresses. Conventional diagnostic methods prove inadequate in effectively integrating heterogeneous multi-modal… read more here.
Keywords: detection; exit; swin transformer; early exit ... See more keywords
Learning Sensor Sample-Reweighting for Dynamic Early-Exit Activity Recognition Via Meta Learning
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Journal of Biomedical and Health Informatics"
DOI: 10.1109/jbhi.2024.3524252
Abstract: During recent years, dynamic early-exit has provided a promising paradigm to improve the computational efficiency of deep neural networks by constructing multiple classifiers to let easy samples exit at shallow layers while avoiding redundant computations… read more here.
Keywords: exit; early exit; activity samples; dynamic early ... See more keywords
ClassyNet: Class-Aware Early-Exit Neural Networks for Edge Devices
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2023.3344120
Abstract: Edge-based and IoT devices have seen phenomenal growth in recent years, driven by the surge in demand for emerging applications that leverage machine learning models, such as deep neural networks (DNNs). However, a primary drawback… read more here.
Keywords: exit; early exit; edge devices; class aware ... See more keywords
Cost-Effective RF Fingerprinting Based on Hybrid CVNN-RF Classifier With Automated Multidimensional Early-Exit Strategy
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2024.3416624
Abstract: While the Internet of Things (IoT) technology is booming and offers huge opportunities for information exchange, it also faces unprecedented security challenges. As an important complement to the physical-layer security technologies for IoT, radio frequency… read more here.
Keywords: early exit; hybrid cvnn; network; cost ... See more keywords
Personalized Split Federated Learning With Early Exit: Pretraining and Online Learning Against Label Shifts
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2025.3601814
Abstract: Advancements in artificial intelligence (AI) have enabled Internet of Things (IoT) devices to offer intelligent services, improving system adaptability and scalability. split federated learning (SFL) has emerged as a promising approach for privacy-sensitive and resource-constrained… read more here.
Keywords: online learning; split federated; early exit; client ... See more keywords
Realization of Early-Exit Dynamic Neural Networks on Reconfigurable Hardware
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems"
DOI: 10.1109/tcad.2024.3519055
Abstract: Early-exiting is a strategy that is becoming popular in deep neural networks (DNNs), as it can lead to faster execution and a reduction in the computational intensity of inference. To achieve this, intermediate classifiers abstract… read more here.
Keywords: hardware; exit; intermediate classifiers; early exit ... See more keywords
UCBEE: A Multi Armed Bandit Approach for Early-Exit in Neural Networks
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Network and Service Management"
DOI: 10.1109/tnsm.2024.3479076
Abstract: Deep Neural Networks (DNNs) have demonstrated exceptional performance in diverse tasks. However, deploying DNNs on resource-constrained devices presents challenges due to energy consumption and delay overheads. To mitigate these issues, early-exit DNNs (EE-DNNs) incorporate exit… read more here.
Keywords: image classification; multi armed; ucbee multi; exit ... See more keywords