本发明涉及人工智能技术领域,具体提供一种运行控制模型的训练方法、运行控制方法、设备及介质,旨在解决提高模型训练的效率和模型性能的问题。为此目的,本发明提供的方法包括获取采用第一训练数据训练好的运行控制模型并采用测试数据对运行控制模型进行性能评测;获取评测结果较差的测试数据作为目标测试数据;识别目标测试数据对应的运行控制场景;采用渲染引擎生成符合运行控制场景的第二训练数据;采用第二训练数据对运行控制模型进行训练;训练数据与测试数据分别至少包括图像。基于上述方法,可以自动且准确地识别出模型在哪些运行控制场景下的模型性能较差,生成相应的训练数据进行优化训练,提高模型在这些运行控制场景下的模型性能。
The invention relates to the technical field of artificial intelligence, particularly provides a training method of an operation control model, an operation control method, equipment and a medium, and aims to solve the problem of improving the efficiency of model training and the performance of the model. In order to achieve the purpose, the method provided by the invention comprises the steps of obtaining an operation control model trained by adopting first training data, and carrying out performance evaluation on the operation control model by adopting test data; obtaining test data with a relatively poor evaluation result as target test data; identifying an operation control scene corresponding to the target test data; generating second training data conforming to the operation control scene by adopting a rendering engine; training the operation control model by adopting the second training data; the training data and the test data at least comprise images respectively. On the basis of the method, the operation control scenes in which the model performance of the model is poor can be automatically and accurately identified, the corresponding training data is generated for optimization training, and the model performance of the model in the operation control scenes is improved.
运行控制模型的训练方法、运行控制方法、设备及介质
2023-12-19
Patent
Elektronische Ressource
Chinesisch
IPC: | G05B Steuer- oder Regelsysteme allgemein , CONTROL OR REGULATING SYSTEMS IN GENERAL / B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G06T Bilddatenverarbeitung oder Bilddatenerzeugung allgemein , IMAGE DATA PROCESSING OR GENERATION, IN GENERAL / G06V |