Bilateral Asymmetry Guided Counterfactual Generating Network for Mammogram Classification
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2021.3112053
Abstract: Mammogram benign or malignant classification with only image-level labels is challenging due to the absence of lesion annotations. Motivated by the symmetric prior that the lesions on one side of breasts rarely appear in the… read more here.
Keywords: counterfactual features; bilateral asymmetry; lesion areas; image ... See more keywords
Lesion region inpainting: an approach for pseudo-healthy image synthesis in intracranial infection imaging
Sign Up to like & getrecommendations! Published in 2024 at "Frontiers in Microbiology"
DOI: 10.3389/fmicb.2024.1453870
Abstract: The synthesis of pseudo-healthy images, involving the generation of healthy counterparts for pathological images, is crucial for data augmentation, clinical disease diagnosis, and understanding pathology-induced changes. Recently, Generative Adversarial Networks (GANs) have shown substantial promise… read more here.
Keywords: pseudo healthy; synthesis; lesion areas; intracranial infection ... See more keywords