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- ArticleOctober 2024
FairDiff: Fair Segmentation with Point-Image Diffusion
Medical Image Computing and Computer Assisted Intervention – MICCAI 2024Pages 617–628https://doi.org/10.1007/978-3-031-72384-1_58AbstractFairness is an important topic for medical image analysis, driven by the challenge of unbalanced training data among diverse target groups and the societal demand for equitable medical quality. In response to this issue, our research adopts a data-...
- ArticleNovember 2024
SCP-Diff: Spatial-Categorical Joint Prior for Diffusion Based Semantic Image Synthesis
AbstractSemantic image synthesis (SIS) shows good promises for sensor simulation. However, current best practices in this field, based on GANs, have not yet reached the desired level of quality. As latent diffusion models make significant strides in image ...
- ArticleNovember 2024
Training-Free Model Merging for Multi-target Domain Adaptation
AbstractIn this paper, we study multi-target domain adaptation of scene understanding models. While previous methods achieved commendable results through inter-domain consistency losses, they often assumed unrealistic simultaneous access to images from ...