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20242026
most citedHELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image Segmentation

1 citations · 1 across the 4 of their papers we have counts for

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cs.CV2024★ 1 cited

HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image Segmentation

Xiao Zhang, Shaoxuan Wu, Peilin Zhang +5

Creating fully annotated labels for medical image segmentation is prohibitively time-intensive and costly, emphasizing the necessity for innovative approaches that minimize relianc…

cs.CV2024

Gaze-directed Vision GNN for Mitigating Shortcut Learning in Medical Image

Shaoxuan Wu, Xiao Zhang, Bin Wang +3

Deep neural networks have demonstrated remarkable performance in medical image analysis. However, its susceptibility to spurious correlations due to shortcut learning raises concer…