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Shixin Liu

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Jul 2026

Pixel relationship-constrained weakly supervised semantic segmentation for remote sensing images: enhancing CAM integrity and pseudo-label quality

This work advances WSSS for remote sensing images by addressing key limitations of CAM-based pseudo-labels generation, offering a cost-effective alternative to fully supervised approaches and facilitating broader applications in geographic information science and earth observation.

Jiaming Fan, Dali Chen, Yang Liu et al. · 0 citations