Matches in SemOpenAlex for { <https://semopenalex.org/work/W4383904682> ?p ?o ?g. }
Showing items 1 to 72 of
72
with 100 items per page.
- W4383904682 endingPage "358" @default.
- W4383904682 startingPage "348" @default.
- W4383904682 abstract "Recent advancements in semi-supervised semantic segmentation have demonstrated the effectiveness of utilizing pseudo labels supervision to mitigate the limitations of pixel-wise annotations. However, pseudo-labels generated using self-training techniques typically contain a significant amount of noise, which can impede the training process of the supervised model. In this study, we identify low- and high-level semantic errors as the two key factors that hinder the accuracy of pseudo labels. To fully exploit the potential of pseudo labels, we introduce a novel semi-supervised framework named Twin Pseudo-training (TPseudo), which employs a consistency and disagreement collaboration strategy. Specifically, we correct pseudo labels with a False-positive Filter (FPF) to reduce high-level semantic noise and refine low-level semantic biases using a Semantic Error Detector (SED). Lastly, we design a Self-Adaptive Weight (SAW) loss function based on a disagreement between two predictions to exploit each pixel of pseudo labels. Experimental results on the standard benchmarks PASCAL VOC2012 and Cityscapes demonstrate the efficacy of the proposed method." @default.
- W4383904682 created "2023-07-12" @default.
- W4383904682 creator A5046202286 @default.
- W4383904682 creator A5067265615 @default.
- W4383904682 creator A5085799488 @default.
- W4383904682 creator A5009577442 @default.
- W4383904682 date "2023-10-01" @default.
- W4383904682 modified "2023-09-23" @default.
- W4383904682 title "Twin Pseudo-training for semi-supervised semantic segmentation" @default.
- W4383904682 cites W1983320747 @default.
- W4383904682 cites W2031489346 @default.
- W4383904682 cites W2412782625 @default.
- W4383904682 cites W2964159205 @default.
- W4383904682 cites W2995808743 @default.
- W4383904682 cites W3113960880 @default.
- W4383904682 cites W3199551447 @default.
- W4383904682 cites W4206573688 @default.
- W4383904682 cites W4313549204 @default.
- W4383904682 doi "https://doi.org/10.1016/j.cag.2023.07.009" @default.
- W4383904682 hasPublicationYear "2023" @default.
- W4383904682 type Work @default.
- W4383904682 citedByCount "0" @default.
- W4383904682 crossrefType "journal-article" @default.
- W4383904682 hasAuthorship W4383904682A5009577442 @default.
- W4383904682 hasAuthorship W4383904682A5046202286 @default.
- W4383904682 hasAuthorship W4383904682A5067265615 @default.
- W4383904682 hasAuthorship W4383904682A5085799488 @default.
- W4383904682 hasConcept C115961682 @default.
- W4383904682 hasConcept C119857082 @default.
- W4383904682 hasConcept C153180895 @default.
- W4383904682 hasConcept C154945302 @default.
- W4383904682 hasConcept C160633673 @default.
- W4383904682 hasConcept C165696696 @default.
- W4383904682 hasConcept C199360897 @default.
- W4383904682 hasConcept C2776436953 @default.
- W4383904682 hasConcept C38652104 @default.
- W4383904682 hasConcept C41008148 @default.
- W4383904682 hasConcept C75608658 @default.
- W4383904682 hasConcept C89600930 @default.
- W4383904682 hasConcept C99498987 @default.
- W4383904682 hasConceptScore W4383904682C115961682 @default.
- W4383904682 hasConceptScore W4383904682C119857082 @default.
- W4383904682 hasConceptScore W4383904682C153180895 @default.
- W4383904682 hasConceptScore W4383904682C154945302 @default.
- W4383904682 hasConceptScore W4383904682C160633673 @default.
- W4383904682 hasConceptScore W4383904682C165696696 @default.
- W4383904682 hasConceptScore W4383904682C199360897 @default.
- W4383904682 hasConceptScore W4383904682C2776436953 @default.
- W4383904682 hasConceptScore W4383904682C38652104 @default.
- W4383904682 hasConceptScore W4383904682C41008148 @default.
- W4383904682 hasConceptScore W4383904682C75608658 @default.
- W4383904682 hasConceptScore W4383904682C89600930 @default.
- W4383904682 hasConceptScore W4383904682C99498987 @default.
- W4383904682 hasLocation W43839046821 @default.
- W4383904682 hasOpenAccess W4383904682 @default.
- W4383904682 hasPrimaryLocation W43839046821 @default.
- W4383904682 hasRelatedWork W2136485282 @default.
- W4383904682 hasRelatedWork W2140468882 @default.
- W4383904682 hasRelatedWork W2331043530 @default.
- W4383904682 hasRelatedWork W2546871836 @default.
- W4383904682 hasRelatedWork W2961085424 @default.
- W4383904682 hasRelatedWork W2964604098 @default.
- W4383904682 hasRelatedWork W2997512100 @default.
- W4383904682 hasRelatedWork W3045713313 @default.
- W4383904682 hasRelatedWork W3153043179 @default.
- W4383904682 hasRelatedWork W3214333957 @default.
- W4383904682 hasVolume "115" @default.
- W4383904682 isParatext "false" @default.
- W4383904682 isRetracted "false" @default.
- W4383904682 workType "article" @default.