End-to-end high-precision industrial part shape modeling method

The invention relates to an end-to-end high-precision industrial part shape modeling method. The method comprises the steps of S1, obtaining an edge graph through edge point extraction; s2, constructing an inter-point topological relation according to the edge graph; s3, performing feature point extraction on the point graph belonging to each target; and S4, performing coding-decoding point location optimization on the feature points to realize model parameter optimization. The method has extremely high adaptability and accuracy, and concise and accurate shape lines can be stably extracted under the conditions of data noise, shielding, shadows and the like; the method has great adaptability and can be directly applied to geometric modeling of various types of parts; according to the method, the problem that the shape lines cannot be stably extracted under the conditions of data noise, shielding, shadows and the like is effectively solved; meanwhile, model debugging is simple, and compared with a traditional heuristic shape modeling technology, the algorithm debugging time is greatly shortened.