This letter presents a point cloud based robotic system for arc welding. Using hand gesture controls, the scans partial views of workpiece and reconstructs them into complete 3D model by linear iterative closest algorithm. Then, bilateral filter is extended to denoise preserve important geometrical information. To extract welding seam from model, novel intensity-based algorithm proposed that de...