HG-DTGL integrates human gaze as an extra teacher in mean-teacher learning via GazeMix, MGP module and Gaze Loss, reporting superior segmentation across ten organs on multiple modalities.
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2026 2verdicts
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ConvNeXt-FD pairs a ConvNeXt backbone with fractal-dimension boundary regularization inside a U-Net and reports competitive Dice and related scores on six biomedical segmentation benchmarks.
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Human Gaze-based Dual Teacher Guidance Learning for Semi-Supervised Medical Image Segmentation
HG-DTGL integrates human gaze as an extra teacher in mean-teacher learning via GazeMix, MGP module and Gaze Loss, reporting superior segmentation across ten organs on multiple modalities.
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ConvNeXt-FD: A Fractal-Based Deep Model for Robust Biomedical Image Segmentation
ConvNeXt-FD pairs a ConvNeXt backbone with fractal-dimension boundary regularization inside a U-Net and reports competitive Dice and related scores on six biomedical segmentation benchmarks.