Introduces SANSA paradigm for semantic-agnostic vision-language segmentation via dictionary or example-based prompts, with finetuning delivering up to 20% mIoU gains on the new task while retaining standard performance.
Segment the rectangular dark shape with rounded corners and grey, almost white reflective borders
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Toward Semantic-Agnostic and Shape-Aware Vision-Language Segmentation Models
Introduces SANSA paradigm for semantic-agnostic vision-language segmentation via dictionary or example-based prompts, with finetuning delivering up to 20% mIoU gains on the new task while retaining standard performance.