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
arXiv paper abstract https://arxiv.org/abs/2404.18891
arXiv PDF paper https://arxiv.org/pdf/2404.18891
… 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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