ENHANCING REMOTE SENSING SEMANTIC SEGMENTATION ACCURACY AND EFFICIENCY THROUGH TRANSFORMER AND KNOWLEDGE DISTILLATION

Enhancing Remote Sensing Semantic Segmentation Accuracy and Efficiency Through Transformer and Knowledge Distillation

In semantic segmentation tasks, the transition from convolutional neural networks (CNNs) to transformers is driven by the latter's superior ability to capture global semantic information in remote sensing images.However, most transformer methods face challenges such as slow inference speed and limitations in capturing local features.To addre

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Intracoronary pharmacological therapy versus aspiration thrombectomy in STEMI (IPAT-STEMI): A systematic review and meta-analysis of randomized trials.

BackgroundThrombus load in STEMI patients remains a challenge in practice.It aggravates coronary obstruction leading to impaired myocardial perfusion, worsened cardiac NATURAL LIP BALM function, and adverse clinical outcomes.Various strategies have been advocated to reduce thrombus burden.ObjectivesThis meta-analysis aimed to evaluate the effective

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Complex Organisms Must Deal with Complex Threats: How Does Amphibian Conservation Deal with Biphasic Life Cycles?

The unprecedented rate of global amphibian decline is attributed to The Anthropocene, with human actions triggering the Sixth Mass Extinction Event.Amphibians have suffered some of the most extreme declines, and their lack of response to conservation actions may reflect challenges faced by taxa that exhibit biphasic life histories.There is an urgen

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