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Segment scene with semi-supervised learning by inter-pixel relation in pseudo-labels with IPixMatch

Segment scene with semi-supervised learning by inter-pixel relation in pseudo-labels with IPixMatch


IPixMatch: Boost Semi-supervised Semantic Segmentation with Inter-Pixel Relation



... Semi-supervised semantic segmentation ... tend to neglect the contextual knowledge embedded within inter-pixel relations.


... propose a novel approach IPixMatch designed to mine the neglected but valuable Inter-Pixel information for semi-supervised learning.


... IPixMatch is constructed as an extension of the standard teacher-student network, incorporating additional loss terms to capture inter-pixel relations.


It shines in low-data regimes by efficiently leveraging the limited labeled data and extracting maximum utility from the available unlabeled data.


... IPixMatch can be integrated seamlessly into most teacher-student frameworks without the need of model modification or adding additional components.


... IPixMatch method demonstrates consistent performance improvements across various benchmark datasets under different partitioning protocols.



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