Search alternatives:
significant decrease » significant increase (Expand Search), significantly increased (Expand Search)
significant results » significant reductions (Expand Search), significant reduction (Expand Search)
significant decrease » significant increase (Expand Search), significantly increased (Expand Search)
significant results » significant reductions (Expand Search), significant reduction (Expand Search)
-
2781
-
2782
-
2783
-
2784
-
2785
-
2786
-
2787
-
2788
-
2789
-
2790
-
2791
-
2792
-
2793
-
2794
-
2795
-
2796
-
2797
-
2798
-
2799
-
2800
Comparison of Model Five-classification Results.
Published 2025“…Experiments demonstrate that PCA-CGAN not only achieves stable convergence on a large-scale heterogeneous dataset comprising 43 patients for the first time but also resolves the “dilution effect” problem in data augmentation, avoiding the asymmetric phenomenon where Precision increases while Recall decreases. After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …”