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Segment object in an image according to a text description

Segment object in an image according to a text description


CRIS: CLIP-Driven Referring Image Segmentation

arXiv paper abstract https://arxiv.org/abs/2111.15174



Referring image segmentation aims to segment a referent via a natural linguistic expression.


... propose an end-to-end CLIP-Driven Referring Image Segmentation framework (CRIS).


... CRIS resorts to vision-language decoding and contrastive learning for achieving the text-to-pixel alignment.


... design a vision-language decoder to propagate fine-grained semantic information from textual representations to each pixel-level activation


... present text-to-pixel contrastive learning to explicitly enforce the text feature similar to the related pixel-level features and dissimilar to the irrelevances.


... demonstrate that our proposed framework significantly outperforms the state-of-the-art performance without any post-processing. ...



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