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Recognition of the lumbar spine using MRI plane-based FiLM conditioning and patient dependent batching on semantic segme...

Published in Current Directions in Biomedical Engineering

Lower back pain (LBP) is a common symptom that can be linked to the degeneration of intervertebral discs or injuries to vertebrae. Accurate segmentation of lumbar spinal structures is vital for image-based surgery planning but can be resource intensive. Recent studies have shown that U-Net models can be used reliably to segment vertebrae and interv...

Spectrum-aware neural vocoder based on self-supervised learning for speech enhancement

Self-supervised learning (SSL) models for speech provide an efficient way to utilise raw, real-world data for acquiring versatile representations. Here, we investigate the benefits of employing such pre-trained SSL models for speech enhancement. Our approach involves customising a neural vocoder that produces enhanced speech using embeddings extrac...