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Overview of the software scheme. (a) VIS versus NIR light, demonstrating increased vein contrast in NIR light. (b) NIR image-processing steps from raw image (left) to segmented veins (right). (c) From left to right: US longitudinal segmentation, blood flow detection, and needle visualization.
