June Liu Zia Work Review

The proposed framework consists of three main steps: image preprocessing, PCA-based fusion, and contrast enhancement.

PCA fusion often results in images that retain information but lack dynamic range in contrast. To mitigate this, we apply Adaptive Histogram Equalization (AHE) to the fused image, enhancing local contrast and improving the visibility of edge details. june liu zia work

Source images (e.g., a CT scan and an MRI scan of the same patient) must be strictly registered (spatially aligned) before fusion. The images are normalized to a standard scale of [0, 255] to ensure uniform intensity distribution. The proposed framework consists of three main steps:

When examining June Liu Zia work, three recurring thematic pillars emerge that define her brand. june liu zia work