Abstract: Highlights•Redesigned skip connections, improving encoder–decoder information flow.•Cross-depth aggregation of encoder features to preserve spatial information.•Adaptive multi-scale info extraction improves segmentation performance.•The decoder’s active feature selection aids in better semantic recovery.
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