From Noisy Borehole Images to Reliable Structural Maps: Weak Supervision Meets Depth-Aware Cross-Attention

A technical overview of a weakly supervised multimodal segmentation framework for acoustic borehole images, combining threshold-guided pseudo-labels, confidence maps, and depth-aware cross-attention with conventional well logs.