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Applied Sciences, Vol. 16, Pages 8025: GyroLCE-Seg: Accuracy–Efficiency-Balanced Visual State-Space Segmentation of Gyrodactylus Hard Structures
1+ hour, 18+ min ago (394+ words) Fine-grained segmentation of Gyrodactylus opisthaptoral hard structures is challenging because of small targets, weak boundaries, local deformation, and debris interference. Using 175 microscopy images at a resolution of 2048×2048, we constructed a four-class pixel-level dataset and designed task-specific augmentation strategies. We propose…...
Applied Sciences, Vol. 16, Pages 7961: MambaUNet: An Efficient U-Shaped State-Space Network for Underwater Image Enhancement
1+ day, 20+ hour ago (436+ words) Underwater images are frequently degraded by wavelength-dependent absorption and scattering, resulting in color casts, low contrast, blurred textures, and loss of structural details. Existing enhancement networks may struggle to balance global context modeling, local detail recovery, and computational efficiency. To…...