SwinCross: Cross‐modal Swin transformer for head‐and‐neck tumor segmentation in PET/CT images
Li G, Chen J, Jang S, Gong K, Li Q. SwinCross: Cross‐modal Swin transformer for head‐and‐neck tumor segmentation in PET/CT images. Medical Physics 2023, 51: 2096-2107. PMID: 37776263, PMCID: PMC10939987, DOI: 10.1002/mp.16703.Peer-Reviewed Original ResearchConceptsCross-modal attentionDeep convolutional neural networkSemantic segmentation taskSwin TransformerFeature representationSegmentation taskAttention moduleTumor segmentationState-of-the-art transformer-based modelsMultiple resolutionsSegmentation modelModel long-range dependenciesMulti-modal feature representationCross-modal attention moduleMulti-modal input dataSelf-attention mechanismState-of-the-artTransformer-based modelsNovel segmentation modelConvolutional neural networkVision Transformer modelMulti-modal dataInter-modal correlationHead and neckTransformation model