CMP combines LLM-generated semantic references, automatically composed SAM prompts, and frequency-domain alignment to set new state-of-the-art results on four cross-domain few-shot segmentation benchmarks.
Few-Shot Segmentation Few-shot semantic segmentation (FSS) tackles novel class segmentation with limited labeled examples through two main pipelines
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CMP: A Composable Meta Prompt for SAM-Based Cross-Domain Few-Shot Segmentation
CMP combines LLM-generated semantic references, automatically composed SAM prompts, and frequency-domain alignment to set new state-of-the-art results on four cross-domain few-shot segmentation benchmarks.