Weakly supervised semantic segmentation via multi-type semantic affinity learning

Zheng Xue

doi:10.1016/j.knosys.2025.113933

Weakly supervised semantic segmentation via multi-type semantic affinity learning

2025-07-05

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DOI：10.1016/j.knosys.2025.113933

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• Proposing and demonstrating a specific process of Multi-type Semantic Affinity Learning. • Pixel-to-superpixel semantic affinity integration: Dynamic Convolutional Reconstruction module. • Pixel-to-pixel semantic affinity integration: Affinity Propagation module. • Pixel-to-prototype semantic affinity integration: Intra-patch Prototype Contrast loss.

Weakly supervised semantic segmentation via multi-type semantic affinity learning

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