Research And Realization Of Arithmetic Model Based On Visual Learning

Visual logic learning is the important component of computer visual learning,it is the mode to learn the logical reasoning directly in the information of the indicated image.The visual logic learning plays a key role in various intelligent/ autonomous systems of application fields(such as manufacturing industry,medical diagnosis,intelligent traffic navigation and military etc.).Arithmetic operation learning is a classic task aiming to learn the arithmetic operation relationship between input image and output image in visual logic learning.The thesis mainly researches and realizes the arithmetic operation model based on visual learning.Firstly,it transfers the arithmetic operation task based on visual learning to one recurrence problem,that is to create one arithmetic operation model to let the smallest difference between the predicted image and true image.secondly it proposes one arithmetic operation model based on multiple labels that can promote the model performance effectively,which uses the evaluation strategy carry or borrow in the arithmetic operation to reduce the learning difficulty of arithmetic operation model.The multiple labels model adds the labels containing carry or borrow and non-carry or non-borrow labels comparing with the original arithmetic operation model,it also splits them to the below 3 sub-models: models containing carry or borrow,models containing non-carry or non-borrow and compositional models.Different network models are applied for different sub-models.Models contains carry or borrow and non-carry or non-borrow applying the network models combined with Convolutional Neural Network and Long Short Term Memory Neural Network,which structure exist certain difference,while the compositional models apply the Full Connected Neural Network model.Then it verifies the advantages of the multiple labels models in solving the arithmetic operation tasks based on visual learning in the certain data collection and states in detail on the reasons of multiple labels model acquiring higher recognition precision.Lastly,it researches and develops the arithmetic operation prototype system based on B/S framework aiming to make people understanding the research purpose and work principles and simplifying the operation of researchers on arithmetic operation models.It also laid a certain foundation for follow-up research.