Approximate methods Cellular neural networks Functional relation Image analysis Image pairs Inverse problems Local density of state Machine learning Machine-learning Measurements of Point contacts Quantum chemistry Quantum device Quantum point contact Quantum theory Scanning Scanning gate microscopy Training data cellular neural networks quantum point contacts scanning gate microscopy