private void RecognizeAndUpdateText(Texture2D texture)
{
if (_inceptionGraph == null)
{
return;
}
Tensor imageTensor = ImageIO.ReadTensorFromTexture2D(texture, 224, 224, 128.0f, 1.0f, true);
float[] probability = _inceptionGraph.Recognize(imageTensor);
//String resStr = String.Empty;
if (probability != null)
{
float maxVal = 0;
int maxIdx = 0;
for (int i = 0; i < probability.Length; i++)
{
if (probability[i] > maxVal)
{
maxVal = probability[i];
maxIdx = i;
}
}
DisplayText.text = String.Format("Object is {0} with {1}% probability.", _inceptionLabels[maxIdx], maxVal * 100);
}
}
private void RecognizeAndUpdateText(Texture2D texture)
{
if (!_inceptionGraph.Imported)
{
return;
}
Tensor imageTensor = ImageIO.ReadTensorFromTexture2D(texture, 224, 224, 128.0f, 1.0f, true);
Inception.RecognitionResult[] results = _inceptionGraph.Recognize(imageTensor);
_displayMessage = String.Format("Object is {0} with {1}% probability.", results[0].Label, results[0].Probability * 100);
}
// Use this for initialization
void Start()
{
//Warning: The following code is used to get around a https certification issue for downloading tesseract language files from Github
//Do not use this code in a production environment. Please make sure you understand the security implication from the following code before using it
ServicePointManager.ServerCertificateValidationCallback += delegate(object sender, X509Certificate cert, X509Chain chain, SslPolicyErrors sslPolicyErrors) {
HttpWebRequest webRequest = sender as HttpWebRequest;
if (webRequest != null)
{
String requestStr = webRequest.Address.AbsoluteUri;
if (requestStr.StartsWith(@"https://github.com/") || requestStr.StartsWith(@"https://raw.githubusercontent.com/"))
{
return(true);
}
}
return(false);
};
TfInvoke.CheckLibraryLoaded();
WebCamDevice[] devices = WebCamTexture.devices;
int cameraCount = devices.Length;
if (cameraCount == 0)
{
_liveCameraView = false;
Texture2D texture = Resources.Load <Texture2D>("surfers");
Tensor imageTensor = ImageIO.ReadTensorFromTexture2D(texture, 224, 224, 128.0f, 1.0f / 128.0f, true);
//byte[] raw = ImageIO.EncodeJpeg(imageTensor, 128.0f, 128.0f);
//System.IO.File.WriteAllBytes("surfers_out.jpg", raw);
_multiboxGraph = new MultiboxGraph();
MultiboxGraph.Result results = _multiboxGraph.Detect(imageTensor);
drawableTexture = new Texture2D(texture.width, texture.height, TextureFormat.ARGB32, false);
drawableTexture.SetPixels(texture.GetPixels());
MultiboxGraph.DrawResults(drawableTexture, results, 0.1f);
this.GetComponent <GUITexture>().texture = drawableTexture;
this.GetComponent <GUITexture>().pixelInset = new Rect(-texture.width / 2, -texture.height / 2, texture.width, texture.height);
}
else
{
_liveCameraView = true;
webcamTexture = new WebCamTexture(devices[0].name);
_multiboxGraph = new MultiboxGraph();
baseRotation = transform.rotation;
webcamTexture.Play();
//data = new Color32[webcamTexture.width * webcamTexture.height];
}
}
// Update is called once per frame
void Update()
{
if (!_multiboxGraph.Imported)
{
_displayMessage = String.Format("Downloading multibox model files, {0} % of file {1}...", _multiboxGraph.DownloadProgress * 100, _multiboxGraph.DownloadFileName);
}
else if (_liveCameraView)
{
if (webcamTexture != null && webcamTexture.didUpdateThisFrame)
{
#region convert the webcam texture to RGBA bytes
if (data == null || (data.Length != webcamTexture.width * webcamTexture.height))
{
data = new Color32[webcamTexture.width * webcamTexture.height];
}
webcamTexture.GetPixels32(data);
if (bytes == null || bytes.Length != data.Length * 4)
{
bytes = new byte[data.Length * 4];
}
GCHandle handle = GCHandle.Alloc(data, GCHandleType.Pinned);
Marshal.Copy(handle.AddrOfPinnedObject(), bytes, 0, bytes.Length);
handle.Free();
#endregion
#region convert the RGBA bytes to texture2D
if (resultTexture == null || resultTexture.width != webcamTexture.width ||
resultTexture.height != webcamTexture.height)
{
resultTexture = new Texture2D(webcamTexture.width, webcamTexture.height, TextureFormat.RGBA32,
false);
}
resultTexture.LoadRawTextureData(bytes);
resultTexture.Apply();
#endregion
if (!_textureResized)
{
this.GetComponent <GUITexture>().pixelInset = new Rect(-webcamTexture.width / 2,
-webcamTexture.height / 2, webcamTexture.width, webcamTexture.height);
_textureResized = true;
}
transform.rotation = baseRotation * Quaternion.AngleAxis(webcamTexture.videoRotationAngle, Vector3.up);
Tensor imageTensor = ImageIO.ReadTensorFromTexture2D(resultTexture, 224, 224, 128.0f, 1.0f / 128.0f, true);
MultiboxGraph.Result results = _multiboxGraph.Detect(imageTensor);
if (drawableTexture == null || drawableTexture.width != resultTexture.width ||
drawableTexture.height != resultTexture.height)
{
drawableTexture = new Texture2D(resultTexture.width, resultTexture.height, TextureFormat.ARGB32, false);
}
drawableTexture.SetPixels(resultTexture.GetPixels());
MultiboxGraph.DrawResults(drawableTexture, results, 0.2f);
this.GetComponent <GUITexture>().texture = drawableTexture;
//count++;
}
}
else if (!_staticViewRendered)
{
Texture2D texture = Resources.Load <Texture2D>("surfers");
Tensor imageTensor = ImageIO.ReadTensorFromTexture2D(texture, 224, 224, 128.0f, 1.0f / 128.0f, true);
//byte[] raw = ImageIO.EncodeJpeg(imageTensor, 128.0f, 128.0f);
//System.IO.File.WriteAllBytes("surfers_out.jpg", raw);
MultiboxGraph.Result results = _multiboxGraph.Detect(imageTensor);
drawableTexture = new Texture2D(texture.width, texture.height, TextureFormat.ARGB32, false);
drawableTexture.SetPixels(texture.GetPixels());
MultiboxGraph.DrawResults(drawableTexture, results, 0.1f);
this.GetComponent <GUITexture>().texture = drawableTexture;
this.GetComponent <GUITexture>().pixelInset = new Rect(-texture.width / 2, -texture.height / 2, texture.width, texture.height);
_displayMessage = String.Empty;
_staticViewRendered = true;
}
DisplayText.text = _displayMessage;
}
// Update is called once per frame
void Update()
{
if (_liveCameraView)
{
if (webcamTexture != null && webcamTexture.didUpdateThisFrame)
{
#region convert the webcam texture to RGBA bytes
if (data == null || (data.Length != webcamTexture.width * webcamTexture.height))
{
data = new Color32[webcamTexture.width * webcamTexture.height];
}
webcamTexture.GetPixels32(data);
if (bytes == null || bytes.Length != data.Length * 4)
{
bytes = new byte[data.Length * 4];
}
GCHandle handle = GCHandle.Alloc(data, GCHandleType.Pinned);
Marshal.Copy(handle.AddrOfPinnedObject(), bytes, 0, bytes.Length);
handle.Free();
#endregion
#region convert the RGBA bytes to texture2D
if (resultTexture == null || resultTexture.width != webcamTexture.width ||
resultTexture.height != webcamTexture.height)
{
resultTexture = new Texture2D(webcamTexture.width, webcamTexture.height, TextureFormat.RGBA32,
false);
}
resultTexture.LoadRawTextureData(bytes);
resultTexture.Apply();
#endregion
if (!_textureResized)
{
this.GetComponent <GUITexture>().pixelInset = new Rect(-webcamTexture.width / 2,
-webcamTexture.height / 2, webcamTexture.width, webcamTexture.height);
_textureResized = true;
}
transform.rotation = baseRotation * Quaternion.AngleAxis(webcamTexture.videoRotationAngle, Vector3.up);
Tensor imageTensor = ImageIO.ReadTensorFromTexture2D(resultTexture, 224, 224, 128.0f, 1.0f / 128.0f, true);
MultiboxGraph.Result results = _multiboxGraph.Detect(imageTensor);
if (drawableTexture == null || drawableTexture.width != resultTexture.width ||
drawableTexture.height != resultTexture.height)
{
drawableTexture = new Texture2D(resultTexture.width, resultTexture.height, TextureFormat.ARGB32, false);
}
drawableTexture.SetPixels(resultTexture.GetPixels());
MultiboxGraph.DrawResults(drawableTexture, results, 0.1f);
this.GetComponent <GUITexture>().texture = drawableTexture;
//count++;
}
}
}
// Update is called once per frame
void Update()
{
if (_multiboxGraph == null)
{
_multiboxGraph = new MultiboxGraph();
StartCoroutine(_multiboxGraph.Init());
}
else if (!_multiboxGraph.Imported)
{
_displayMessage = String.Format("Downloading multibox model files, {0} % of file {1}...", _multiboxGraph.DownloadProgress * 100, _multiboxGraph.DownloadFileName);
}
else if (_liveCameraView)
{
_displayMessage = String.Empty;
if (_webcamTexture != null && _webcamTexture.didUpdateThisFrame)
{
int webcamWidth = _webcamTexture.width;
int webcamHeight = _webcamTexture.height;
#region convert the webcam texture to RGBA bytes
if (_data == null || (_data.Length != webcamWidth * webcamHeight))
{
_data = new Color32[webcamWidth * webcamHeight];
}
_webcamTexture.GetPixels32(_data);
if (_bytes == null || _bytes.Length != _data.Length * 4)
{
_bytes = new byte[_data.Length * 4];
}
GCHandle handle = GCHandle.Alloc(_data, GCHandleType.Pinned);
Marshal.Copy(handle.AddrOfPinnedObject(), _bytes, 0, _bytes.Length);
handle.Free();
#endregion
#region convert the RGBA bytes to texture2D
if (_drawableTexture == null || _drawableTexture.width != webcamWidth ||
_drawableTexture.height != webcamHeight)
{
_drawableTexture = new Texture2D(webcamWidth, webcamHeight, TextureFormat.RGBA32,
false);
}
_drawableTexture.LoadRawTextureData(_bytes);
_drawableTexture.Apply();
#endregion
//Tensor imageTensor = ImageIO.ReadTensorFromTexture2D(_drawableTexture, 224, 224, 128.0f, 1.0f/128.0f, true);
Tensor imageTensor = ImageIO.ReadTensorFromColor32(
_data,
webcamWidth,
webcamHeight,
224,
224,
128.0f,
1.0f / 128.0f,
true);
MultiboxGraph.Result[] results = _multiboxGraph.Detect(imageTensor);
MultiboxGraph.DrawResults(_drawableTexture, results, 0.2f, true);
if (!_textureResized)
{
ResizeTexture(_drawableTexture);
_textureResized = true;
}
this.transform.rotation = _baseRotation * Quaternion.AngleAxis(_webcamTexture.videoRotationAngle, Vector3.up);
RenderTexture(_drawableTexture);
//count++;
}
}
else if (!_staticViewRendered)
{
Texture2D texture = Resources.Load <Texture2D>("surfers");
Tensor imageTensor = ImageIO.ReadTensorFromTexture2D(texture, 224, 224, 128.0f, 1.0f / 128.0f, true);
//byte[] raw = ImageIO.EncodeJpeg(imageTensor, 128.0f, 128.0f);
//System.IO.File.WriteAllBytes("surfers_out.jpg", raw);
MultiboxGraph.Result[] results = _multiboxGraph.Detect(imageTensor);
_drawableTexture = new Texture2D(texture.width, texture.height, TextureFormat.ARGB32, false);
_drawableTexture.SetPixels32(texture.GetPixels32());
MultiboxGraph.DrawResults(_drawableTexture, results, 0.1f, true);
RenderTexture(_drawableTexture);
ResizeTexture(_drawableTexture);
_displayMessage = String.Empty;
_staticViewRendered = true;
}
DisplayText.text = _displayMessage;
}