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Multiple convolution neural networks approach for online handwriting recognition

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9 Apr 2013CPOL8 min read 75.7K   25.1K   74  
The research focuses on the presentation of word recognition technique for an online handwriting recognition system which uses multiple component neural networks (MCNN) as the exchangeable parts of the classifier.
using System;
using System.Xml.Serialization;	 // For serialization of an object to an XML Document file.
using System.Runtime.Serialization.Formatters.Binary; // For serialization of an object to an XML Binary file.
using System.IO;				 // For reading/writing data to an XML file.
using System.IO.IsolatedStorage; // For accessing user isolated data.
using System.Collections.Generic;

namespace ANN.Perceptron.Common
{
    /// <summary>
    /// Serialization format types.
    /// </summary>
    public enum SerializedFormat
    {
        /// <summary>
        /// Binary serialization format.
        /// </summary>
        Binary,

        /// <summary>
        /// Document serialization format.
        /// </summary>
        Document
    }

    /// <summary>
    /// Facade to XML serialization and deserialization of strongly typed objects to/from an XML file.
    /// 
    /// References: XML Serialization at http://samples.gotdotnet.com/:
    /// http://samples.gotdotnet.com/QuickStart/howto/default.aspx?url=/quickstart/howto/doc/xmlserialization/rwobjfromxml.aspx
    /// </summary>
    public static class ObjectXMLSerializer<T> where T : class // Specify that T must be a class.
    {
        #region Load methods

        /// <summary>
        /// Loads an object from an XML file in Document format.
        /// </summary>
        /// <example>
        /// <code>
        /// serializableObject = ObjectXMLSerializer&lt;SerializableObject&gt;.Load(@"C:\XMLObjects.xml");
        /// </code>
        /// </example>
        /// <param name="path">Path of the file to load the object from.</param>
        /// <returns>Object loaded from an XML file in Document format.</returns>
        public static T Load(string path)
        {
            T serializableObject = LoadFromDocumentFormat(null, path, null);
            return serializableObject;
        }

        /// <summary>
        /// Loads an object from an XML file using a specified serialized format.
        /// </summary>
        /// <example>
        /// <code>
        /// serializableObject = ObjectXMLSerializer&lt;SerializableObject&gt;.Load(@"C:\XMLObjects.xml", SerializedFormat.Binary);
        /// </code>
        /// </example>		
        /// <param name="path">Path of the file to load the object from.</param>
        /// <param name="serializedFormat">XML serialized format used to load the object.</param>
        /// <returns>Object loaded from an XML file using the specified serialized format.</returns>
        public static T Load(string path, SerializedFormat serializedFormat)
        {
            T serializableObject = null;

            switch (serializedFormat)
            {
                case SerializedFormat.Binary:
                    serializableObject = LoadFromBinaryFormat(path, null);
                    break;

                case SerializedFormat.Document:
                default:
                    serializableObject = LoadFromDocumentFormat(null, path, null);
                    break;
            }

            return serializableObject;
        }

        /// <summary>
        /// Loads an object from an XML file in Document format, supplying extra data types to enable deserialization of custom types within the object.
        /// </summary>
        /// <example>
        /// <code>
        /// serializableObject = ObjectXMLSerializer&lt;SerializableObject&gt;.Load(@"C:\XMLObjects.xml", new Type[] { typeof(MyCustomType) });
        /// </code>
        /// </example>
        /// <param name="path">Path of the file to load the object from.</param>
        /// <param name="extraTypes">Extra data types to enable deserialization of custom types within the object.</param>
        /// <returns>Object loaded from an XML file in Document format.</returns>
        public static T Load(string path, System.Type[] extraTypes)
        {
            T serializableObject = LoadFromDocumentFormat(extraTypes, path, null);
            return serializableObject;
        }

        /// <summary>
        /// Loads an object from an XML file in Document format, located in a specified isolated storage area.
        /// </summary>
        /// <example>
        /// <code>
        /// serializableObject = ObjectXMLSerializer&lt;SerializableObject&gt;.Load("XMLObjects.xml", IsolatedStorageFile.GetUserStoreForAssembly());
        /// </code>
        /// </example>
        /// <param name="fileName">Name of the file in the isolated storage area to load the object from.</param>
        /// <param name="isolatedStorageDirectory">Isolated storage area directory containing the XML file to load the object from.</param>
        /// <returns>Object loaded from an XML file in Document format located in a specified isolated storage area.</returns>
        public static T Load(string fileName, IsolatedStorageFile isolatedStorageDirectory)
        {
            T serializableObject = LoadFromDocumentFormat(null, fileName, isolatedStorageDirectory);
            return serializableObject;
        }

        /// <summary>
        /// Loads an object from an XML file located in a specified isolated storage area, using a specified serialized format.
        /// </summary>
        /// <example>
        /// <code>
        /// serializableObject = ObjectXMLSerializer&lt;SerializableObject&gt;.Load("XMLObjects.xml", IsolatedStorageFile.GetUserStoreForAssembly(), SerializedFormat.Binary);
        /// </code>
        /// </example>		
        /// <param name="fileName">Name of the file in the isolated storage area to load the object from.</param>
        /// <param name="isolatedStorageDirectory">Isolated storage area directory containing the XML file to load the object from.</param>
        /// <param name="serializedFormat">XML serialized format used to load the object.</param>        
        /// <returns>Object loaded from an XML file located in a specified isolated storage area, using a specified serialized format.</returns>
        public static T Load(string fileName, IsolatedStorageFile isolatedStorageDirectory, SerializedFormat serializedFormat)
        {
            T serializableObject = null;

            switch (serializedFormat)
            {
                case SerializedFormat.Binary:
                    serializableObject = LoadFromBinaryFormat(fileName, isolatedStorageDirectory);
                    break;

                case SerializedFormat.Document:
                default:
                    serializableObject = LoadFromDocumentFormat(null, fileName, isolatedStorageDirectory);
                    break;
            }

            return serializableObject;
        }

        /// <summary>
        /// Loads an object from an XML file in Document format, located in a specified isolated storage area, and supplying extra data types to enable deserialization of custom types within the object.
        /// </summary>
        /// <example>
        /// <code>
        /// serializableObject = ObjectXMLSerializer&lt;SerializableObject&gt;.Load("XMLObjects.xml", IsolatedStorageFile.GetUserStoreForAssembly(), new Type[] { typeof(MyCustomType) });
        /// </code>
        /// </example>		
        /// <param name="fileName">Name of the file in the isolated storage area to load the object from.</param>
        /// <param name="isolatedStorageDirectory">Isolated storage area directory containing the XML file to load the object from.</param>
        /// <param name="extraTypes">Extra data types to enable deserialization of custom types within the object.</param>
        /// <returns>Object loaded from an XML file located in a specified isolated storage area, using a specified serialized format.</returns>
        public static T Load(string fileName, IsolatedStorageFile isolatedStorageDirectory, System.Type[] extraTypes)
        {
            T serializableObject = LoadFromDocumentFormat(null, fileName, isolatedStorageDirectory);
            return serializableObject;
        }

        #endregion

        #region Save methods

        /// <summary>
        /// Saves an object to an XML file in Document format.
        /// </summary>
        /// <example>
        /// <code>        
        /// SerializableObject serializableObject = new SerializableObject();
        /// 
        /// ObjectXMLSerializer&lt;SerializableObject&gt;.Save(serializableObject, @"C:\XMLObjects.xml");
        /// </code>
        /// </example>
        /// <param name="serializableObject">Serializable object to be saved to file.</param>
        /// <param name="path">Path of the file to save the object to.</param>
        public static void Save(T serializableObject, string path)
        {
            SaveToDocumentFormat(serializableObject, null, path, null);
        }

        /// <summary>
        /// Saves an object to an XML file using a specified serialized format.
        /// </summary>
        /// <example>
        /// <code>
        /// SerializableObject serializableObject = new SerializableObject();
        /// 
        /// ObjectXMLSerializer&lt;SerializableObject&gt;.Save(serializableObject, @"C:\XMLObjects.xml", SerializedFormat.Binary);
        /// </code>
        /// </example>
        /// <param name="serializableObject">Serializable object to be saved to file.</param>
        /// <param name="path">Path of the file to save the object to.</param>
        /// <param name="serializedFormat">XML serialized format used to save the object.</param>
        public static void Save(T serializableObject, string path, SerializedFormat serializedFormat)
        {
            switch (serializedFormat)
            {
                case SerializedFormat.Binary:
                    SaveToBinaryFormat(serializableObject, path, null);
                    break;

                case SerializedFormat.Document:
                default:
                    SaveToDocumentFormat(serializableObject, null, path, null);
                    break;
            }
        }

        /// <summary>
        /// Saves an object to an XML file in Document format, supplying extra data types to enable serialization of custom types within the object.
        /// </summary>
        /// <example>
        /// <code>        
        /// SerializableObject serializableObject = new SerializableObject();
        /// 
        /// ObjectXMLSerializer&lt;SerializableObject&gt;.Save(serializableObject, @"C:\XMLObjects.xml", new Type[] { typeof(MyCustomType) });
        /// </code>
        /// </example>
        /// <param name="serializableObject">Serializable object to be saved to file.</param>
        /// <param name="path">Path of the file to save the object to.</param>
        /// <param name="extraTypes">Extra data types to enable serialization of custom types within the object.</param>
        public static void Save(T serializableObject, string path, System.Type[] extraTypes)
        {
            SaveToDocumentFormat(serializableObject, extraTypes, path, null);
        }

        /// <summary>
        /// Saves an object to an XML file in Document format, located in a specified isolated storage area.
        /// </summary>
        /// <example>
        /// <code>        
        /// SerializableObject serializableObject = new SerializableObject();
        /// 
        /// ObjectXMLSerializer&lt;SerializableObject&gt;.Save(serializableObject, "XMLObjects.xml", IsolatedStorageFile.GetUserStoreForAssembly());
        /// </code>
        /// </example>
        /// <param name="serializableObject">Serializable object to be saved to file.</param>
        /// <param name="fileName">Name of the file in the isolated storage area to save the object to.</param>
        /// <param name="isolatedStorageDirectory">Isolated storage area directory containing the XML file to save the object to.</param>
        public static void Save(T serializableObject, string fileName, IsolatedStorageFile isolatedStorageDirectory)
        {
            SaveToDocumentFormat(serializableObject, null, fileName, isolatedStorageDirectory);
        }

        /// <summary>
        /// Saves an object to an XML file located in a specified isolated storage area, using a specified serialized format.
        /// </summary>
        /// <example>
        /// <code>        
        /// SerializableObject serializableObject = new SerializableObject();
        /// 
        /// ObjectXMLSerializer&lt;SerializableObject&gt;.Save(serializableObject, "XMLObjects.xml", IsolatedStorageFile.GetUserStoreForAssembly(), SerializedFormat.Binary);
        /// </code>
        /// </example>
        /// <param name="serializableObject">Serializable object to be saved to file.</param>
        /// <param name="fileName">Name of the file in the isolated storage area to save the object to.</param>
        /// <param name="isolatedStorageDirectory">Isolated storage area directory containing the XML file to save the object to.</param>
        /// <param name="serializedFormat">XML serialized format used to save the object.</param>        
        public static void Save(T serializableObject, string fileName, IsolatedStorageFile isolatedStorageDirectory, SerializedFormat serializedFormat)
        {
            switch (serializedFormat)
            {
                case SerializedFormat.Binary:
                    SaveToBinaryFormat(serializableObject, fileName, isolatedStorageDirectory);
                    break;

                case SerializedFormat.Document:
                default:
                    SaveToDocumentFormat(serializableObject, null, fileName, isolatedStorageDirectory);
                    break;
            }
        }

        /// <summary>
        /// Saves an object to an XML file in Document format, located in a specified isolated storage area, and supplying extra data types to enable serialization of custom types within the object.
        /// </summary>
        /// <example>
        /// <code>
        /// SerializableObject serializableObject = new SerializableObject();
        /// 
        /// ObjectXMLSerializer&lt;SerializableObject&gt;.Save(serializableObject, "XMLObjects.xml", IsolatedStorageFile.GetUserStoreForAssembly(), new Type[] { typeof(MyCustomType) });
        /// </code>
        /// </example>		
        /// <param name="serializableObject">Serializable object to be saved to file.</param>
        /// <param name="fileName">Name of the file in the isolated storage area to save the object to.</param>
        /// <param name="isolatedStorageDirectory">Isolated storage area directory containing the XML file to save the object to.</param>
        /// <param name="extraTypes">Extra data types to enable serialization of custom types within the object.</param>
        public static void Save(T serializableObject, string fileName, IsolatedStorageFile isolatedStorageDirectory, System.Type[] extraTypes)
        {
            SaveToDocumentFormat(serializableObject, null, fileName, isolatedStorageDirectory);
        }

        #endregion

        #region Private

        private static FileStream CreateFileStream(IsolatedStorageFile isolatedStorageFolder, string path)
        {
            FileStream fileStream = null;

            if (isolatedStorageFolder == null)
                fileStream = new FileStream(path, FileMode.OpenOrCreate);
            else
                fileStream = new IsolatedStorageFileStream(path, FileMode.OpenOrCreate, isolatedStorageFolder);

            return fileStream;
        }

        private static T LoadFromBinaryFormat(string path, IsolatedStorageFile isolatedStorageFolder)
        {
            T serializableObject = null;

            using (FileStream fileStream = CreateFileStream(isolatedStorageFolder, path))
            {
                BinaryFormatter binaryFormatter = new BinaryFormatter();
                serializableObject = binaryFormatter.Deserialize(fileStream) as T;
            }

            return serializableObject;
        }

        private static T LoadFromDocumentFormat(System.Type[] extraTypes, string path, IsolatedStorageFile isolatedStorageFolder)
        {
            T serializableObject = null;

            using (TextReader textReader = CreateTextReader(isolatedStorageFolder, path))
            {
                XmlSerializer xmlSerializer = CreateXmlSerializer(extraTypes);
                serializableObject = xmlSerializer.Deserialize(textReader) as T;

            }

            return serializableObject;
        }

        private static TextReader CreateTextReader(IsolatedStorageFile isolatedStorageFolder, string path)
        {
            TextReader textReader = null;

            if (isolatedStorageFolder == null)
                textReader = new StreamReader(path);
            else
                textReader = new StreamReader(new IsolatedStorageFileStream(path, FileMode.Open, isolatedStorageFolder));

            return textReader;
        }

        private static TextWriter CreateTextWriter(IsolatedStorageFile isolatedStorageFolder, string path)
        {
            TextWriter textWriter = null;

            if (isolatedStorageFolder == null)
                textWriter = new StreamWriter(path);
            else
                textWriter = new StreamWriter(new IsolatedStorageFileStream(path, FileMode.OpenOrCreate, isolatedStorageFolder));

            return textWriter;
        }

        private static XmlSerializer CreateXmlSerializer(System.Type[] extraTypes)
        {
            Type ObjectType = typeof(T);

            XmlSerializer xmlSerializer = null;

            if (extraTypes != null)
                xmlSerializer = new XmlSerializer(ObjectType, extraTypes);
            else
                xmlSerializer = new XmlSerializer(ObjectType);

            return xmlSerializer;
        }

        private static void SaveToDocumentFormat(T serializableObject, System.Type[] extraTypes, string path, IsolatedStorageFile isolatedStorageFolder)
        {
            using (TextWriter textWriter = CreateTextWriter(isolatedStorageFolder, path))
            {
                XmlSerializer xmlSerializer = CreateXmlSerializer(extraTypes);
                xmlSerializer.Serialize(textWriter, serializableObject);
            }
        }

        private static void SaveToBinaryFormat(T serializableObject, string path, IsolatedStorageFile isolatedStorageFolder)
        {
            using (FileStream fileStream = CreateFileStream(isolatedStorageFolder, path))
            {
                BinaryFormatter binaryFormatter = new BinaryFormatter();
                binaryFormatter.Serialize(fileStream, serializableObject);
            }
        }

        #endregion
    }
}

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License

This article, along with any associated source code and files, is licensed under The Code Project Open License (CPOL)


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Vietnam Maritime University
Vietnam Vietnam
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