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HFMD-Net: focal modulation and deformable convolutions for explainable pancreatic tumor segmentation with global–local boundary refinement
F focal-modulation-driven global context with deformable-convolution-based local adaptation produces boundary-refined pancreatic tumor segmentations on CT, which improves boundary fidelity and provides a transparent layer of review that may support treatment planning and longitudinal monitoring.
Solar Energy Production Forecasting With Hyperparameter-Optimized Time-Series Dense Encoder
This work introduces a fully automatic photovoltaic forecasting framework that combines the time-series dense encoder architecture with a genetic hyperparameter space explorer based on the non-dominated sorting genetic algorithm III to provide a promising approach for solar power forecasting.