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InfoResearchPeer-reviewed
Focus on Your Focus (FOYF): Cross-Domain Few-Shot Semantic Segmentation by Attention Specialization
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- Record updated
Summary
The authors propose FOYF ("focus on your focus"), a cross-domain few-shot semantic segmentation network that addresses domain shift when segmenting novel classes from minimal supervision. It combines several attention specialization modules built on Swin Transformer to model intraobject attributes, interobject associations and cross-scene correspondences, then fuses multigranularity features. The authors report superior performance on CD-FSS benchmarks, though the source text gives no numeric results.