ResNet50-U-Net Deep Learning Model Segments Brain Tumor Subregions from Multimodal MRI
An integrated residual encoder-decoder framework achieved Dice scores of 0.9100 for whole tumor and 0.8151 for enhancing tumor segmentation on ...
Tag: encoder–decoder
MLP mixer blocks with channel attention sharpen medical image segmentation
A new MLP-based segmentation method combining mixer layers with channel attention achieved a Dice coefficient of 81.45 percent on the ...
HSCM-Lane improves lane segmentation with multi-level context modeling
A ResNet-based model using multi-level shifted-window context improved lane-segmentation metrics on BDD100K and transferred to TuSimple without target-domain fine-tuning.
Transformer Model Reads Emotions in Speech With Near-Perfect Accuracy
A new encoder–decoder transformer with waveform-level data augmentation achieves 100 percent accuracy on German emotional speech and 94 percent on ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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