is associated with several high-impact professionals in the fields of finance, real estate, and philanthropy
Professional Profile Report: June Liu (Zia) june liu zia work
She guides philanthropists in high-impact giving, helping families and foundations define their legacy and vision for the future. is associated with several high-impact professionals in the
In conclusion, June Liu and Zia Mian are two remarkable individuals who have dedicated their lives to promoting nuclear disarmament and non-proliferation. Their work serves as a testament to the power of advocacy and activism in shaping a safer and more secure world. Multi-modal medical image fusion plays a critical role
Multi-modal medical image fusion plays a critical role in clinical diagnosis by combining complementary information from different imaging modalities, such as Computed Tomography (CT) and Magnetic Resonance Imaging (MRI). This paper proposes an efficient image fusion method based on Principal Component Analysis (PCA) and Adaptive Histogram Equalization (AHE). Unlike traditional wavelet-based methods that suffer from spatial discontinuities, the proposed approach utilizes PCA to determine the optimal weighting coefficients for pixel intensity integration, preserving the spectral integrity of the source images. Subsequently, AHE is applied to enhance the contrast of the fused output. Experimental results demonstrate that the proposed method outperforms existing fusion algorithms in terms of entropy, peak signal-to-noise ratio (PSNR), and structural similarity index (SSIM), providing radiologists with high-quality diagnostic imagery.
The proposed framework consists of three main steps: image preprocessing, PCA-based fusion, and contrast enhancement.