Codes

	3D Simulation Super-Resolution Official PyTorch implementation of the 3D Simulation Super-resolution framework. Learns to enhance a fast, coarse simulation to match expensive high-resolution results. github
	DuoVAE Official PyTorch implementation of DuoVAE, a dual-VAE framework. Controls desired properties during generation for targeted synthesis. Produces diverse, realistic outputs robust to noisy labels. Pairs an auxiliary VAE with a main VAE—no complex constraints or special training tricks required. github | paper
	Collagen Fiber Centerline Extraction Network Synthesizes realistic collagen fiber images from centerline masks. Produces diverse synthetic image–mask training pairs to overcome the shortage of large-scale manual annotations. github | paper
	Collagen Fiber Extraction and Analysis in Cancer Tissue Microenvironment Trained on VAE-enriched synthetic data to extract collagen fiber centerlines from SHG microscopy images. Evaluated on breast, pancreas, and kidney cancer tissue. github | paper
	Multi-Camera Calibration Calibrates multiple cameras using a planar checkerboard. Automated corner detection with VAE-based outlier removal. Initial parameter estimation followed by bundle adjustment refinement. github