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The ARI and NMI of SpaMWGDA and seven competing methods on Gaussian Noise 10% DLPFC dataset.

The ARI and NMI of SpaMWGDA and seven competing methods on Gaussian Noise 10% DLPFC dataset.

<p>The ARI and NMI of SpaMWGDA and seven competing methods on Gaussian Noise 10% DLPFC dataset.</p>

Sparad:
Bibliografiska uppgifter
Huvudupphovsman: Lin Yuan (46306) (author)
Övriga upphovsmän: Boyuan Meng (22607954) (author), Qingxiang Wang (2637916) (author), Chunyu Hu (12464817) (author), Cuihong Wang (429362) (author), De-Shuang Huang (396909) (author)
Publicerad: 2025
Ämnen:
Environmental Sciences not elsewhere classified
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
level attention mechanism
fixed similarity metric
analyse tissue structure
spatial domain identification
identifying spatial domains
achieved impressive results
div >< p
combining data augmentation
view gcn encoder
data augmentation
spatial transcriptomics
spatial information
experimental results
weighted fusion
trajectory inference
spot features
source code
rapid development
large number
key features
introduce noise
gene features
deep learning
contrastive learning
cannot efficiently
also show
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Liknande verk

  • The ARI and NMI of four variant models and SpaMWGDA.
    av: Lin Yuan (46306)
    Publicerad: (2025)
  • Schematic overview of SpaMWGDA.
    av: Lin Yuan (46306)
    Publicerad: (2025)
  • (A) The performance comparison of spatial domain identification of SpaMWGDA and seven state-of-the-art methods (Scanpy, stlearn, SpaGCN, SEDR, STAGATE, GraphST, and Spatial-MGCN) on DLPFC dataset.
    av: Lin Yuan (46306)
    Publicerad: (2025)
  • Running time of SpaMWGDA under different data scales and spot counts.
    av: Lin Yuan (46306)
    Publicerad: (2025)
  • (A) Comparison of the results of identifying the laminar structure of the olfactory bulb using SpaMWGDA and seven state-of-the-art methods (Scanpy, stlearn, SpaGCN, SEDR, STAGATE, GraphST, and Spatial-MGCN).
    av: Lin Yuan (46306)
    Publicerad: (2025)

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