GCN-Enhanced Spatial-Spectral Dual-Encoder Network for Simultaneous Segmentation of Retinal Layers and Fluid in OCT Images
Abstract Changes in retinal thickness and the morphology of fluid provide valuable
diagnostic information for Macular Edema (ME). Optical Coherence Tomography (OCT) is a …
diagnostic information for Macular Edema (ME). Optical Coherence Tomography (OCT) is a …
Lesion region inpainting: an approach for pseudo-healthy image synthesis in intracranial infection imaging
X Liu, C Xiang, L Lan, C Li, H Xiao, Z Liu - Frontiers in Microbiology, 2024 - frontiersin.org
The synthesis of pseudo-healthy images, involving the generation of healthy counterparts for
pathological images, is crucial for data augmentation, clinical disease diagnosis, and …
pathological images, is crucial for data augmentation, clinical disease diagnosis, and …
A Weakly Supervised and Globally Explainable Learning Framework for Brain Tumor Segmentation
Machine-based brain tumor segmentation can help doctors make better diagnoses.
However, the complex structure of brain tumors and expensive pixel-level annotations …
However, the complex structure of brain tumors and expensive pixel-level annotations …
Accurate Explanation Model for Image Classifiers using Class Association Embedding
Image classification is a primary task in data analysis where explainable models are
crucially demanded in various applications. Although amounts of methods have been …
crucially demanded in various applications. Although amounts of methods have been …