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Multi-view Aggregation Network for Dichotomous Image Segmentation
April 12, 2024, 4:45 a.m. | Qian Yu, Xiaoqi Zhao, Youwei Pang, Lihe Zhang, Huchuan Lu
cs.CV updates on arXiv.org arxiv.org
Abstract: Dichotomous Image Segmentation (DIS) has recently emerged towards high-precision object segmentation from high-resolution natural images.
When designing an effective DIS model, the main challenge is how to balance the semantic dispersion of high-resolution targets in the small receptive field and the loss of high-precision details in the large receptive field. Existing methods rely on tedious multiple encoder-decoder streams and stages to gradually complete the global localization and local refinement.
Human visual system captures regions of …
abstract aggregation arxiv balance challenge cs.cv designing image images loss natural network object precision resolution segmentation semantic small targets type view
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