Fig. 9: Ablation and computational cost analysis.
From: Geometric multi-instance learning for weakly supervised gastric cancer segmentation

a The bar chart visually confirms that removing the graph structure or the topological gate significantly degrades performance. b Our Geo-MIL framework provides a favorable balance between high accuracy and computational efficiency compared to other methods.