Jiang Zhong

Latent Diffusion With Topology-Preserving Conditioning for Structure-Aware Data Generation.

Experiments show that TopoSegDiff produces more realistic and structurally faithful image-mask pairs, reduces topology inconsistency, and consistently improves downstream segmentation performance when used for synthetic augmentation, which support topology-preserving conditioning as an effective route toward more relia...