Failed to feed image as tensor in TesnsorFlowSharp

aminullah6264 commented 7 years ago

hello i am changing platform of my tensorflow model in python to TensorflowSharp in C#

but i have difficulty to make tensor using TFTensor i have RGB image i want to make tensor from it plz help me out i am really problematic to this

here is my code in python img = imread(image_path) feed = {x_in: image} (np_pred_boxes, np_pred_confidences) = sess.run([pred_boxes, pred_confidences], feed_dict=feed)

i try this

MemoryStream ms = new MemoryStream();
loadedImage.Save(ms, System.Drawing.Imaging.ImageFormat.Gif); byte[] newImage = ms.ToArray();

                var tensor = TFTensor.CreateString(newImage);
                var runner = session.GetRunner();
                runner.AddInput(graph["input"][0], tensor);
                runner.Fetch(graph["output"][0]);

                var output = runner.Run();

gmlwns2000 commented 7 years ago

Hi, @Aminullah6264 ,

Try to put input as a byte array of RGB image (decoded image).

Or you can use DecodeJpeg(or other formats) of tensorflow. You can find an example of feeding image by CreateString and DecodeJpeg on ExampleInceptionInference. The code has image normalization too.

aminullah6264 commented 7 years ago

Dear @gmlwns2000,

i have try that what you suggested me, but it return an empty tensor. like

var tensor = CreateTensorFromImageFile ("D:\Projects\Evaluation\111.jpg"); var runner = session.GetRunner (); runner.AddInput (graph ["input"] [0], tensor); var output = runner.Run ();

it throws null pointer exception for tensor

aminullah6264 commented 7 years ago

@gmlwns2000

this is my code for feeding image

try { var graph = new TFGraph(); // Load the serialized GraphDef from a file.

            if (loadModel == true)
            {

                var model = File.ReadAllBytes("D:\\Projects\\ImageROICollection\\MyModel\\frozen_model.pb");
                graph.Import(model);
                loadModel = false;
            }
            using (var session = new TFSession(graph))
            {

                MessageBox.Show("pb file Loadded and Graph is Loaded Inside Session");
                var tensor = CreateTensorFromImageFile(“D:\Projects\Evaluation\111.jpg”);

                var runner = session.GetRunner();
                runner.AddInput(graph["input"][0], tensor);
                runner.Fetch(graph["output"][0]);

                var output = runner.Run();
                MessageBox.Show("output = " + output.ToString());
                // Fetch the results from output:
                TFTensor result = output[0];
            }

        }
        catch (Exception ex)
        {
            MessageBox.Show(ex.ToString());
        }

aminullah6264 commented 7 years ago

@migueldeicaza ^^^^^^^^^^^^^^ I need your help in above issue

GreyMS commented 7 years ago

@Aminullah6264 I had the same error. It means, that your graph doesn't contain nodes called "input" and/or "output". In some examples input node can be named "DecodeJpeg/contents" or something like that. As far as I don't know which model do you use, I can suggest you to run tensorboard, open "graph" and see what nodes do you really have. Or you can give more information about the model, which you are loading.

aminullah6264 commented 7 years ago

@GreyMS i am using the overfeat object detection model and these are may save model Nodes Name how to figure out output node name

InceptionV1/Mixed_3b/Branch_1/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Mixed_4e/Branch_3/Conv2d_0b_1x1/weights/RMSProp_1, InceptionV1/Mixed_4d/Branch_0/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_5b/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4f/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_mean, InceptionV1/Mixed_4d/Branch_2/Conv2d_0b_3x3/BatchNorm/beta, InceptionV1/Mixed_4b/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_mean, InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Mixed_4b/Branch_2/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_3b/Branch_2/Conv2d_0b_3x3/weights/RMSProp, InceptionV1/Conv2d_1a_7x7/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4e/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4f/Branch_2/Conv2d_0b_3x3/BatchNorm/beta, InceptionV1/Mixed_4e/Branch_0/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_variance, decoder/box_ip0, InceptionV1/Mixed_4c/Branch_3/Conv2d_0b_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_5c/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_mean, InceptionV1/Mixed_4d/Branch_1/Conv2d_0b_3x3/BatchNorm/beta, InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_3b/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4d/Branch_2/Conv2d_0b_3x3/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4d/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/RMSProp, InceptionV1/Mixed_3b/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4f/Branch_3/Conv2d_0b_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4f/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4c/Branch_3/Conv2d_0b_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_3c/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/weights, InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_4d/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, 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InceptionV1/Mixed_4d/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_mean, InceptionV1/Conv2d_1a_7x7/weights, InceptionV1/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/beta, InceptionV1/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4b/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4f/Branch_1/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_3c/Branch_2/Conv2d_0b_3x3/weights/RMSProp, InceptionV1/Conv2d_1a_7x7/weights/RMSProp_1, InceptionV1/Mixed_4b/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4e/Branch_1/Conv2d_0b_3x3/BatchNorm/beta, InceptionV1/Mixed_4e/Branch_1/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4e/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4b/Branch_3/Conv2d_0b_1x1/weights/RMSProp, InceptionV1/Mixed_4f/Branch_0/Conv2d_0a_1x1/weights, InceptionV1/Mixed_4c/Branch_3/Conv2d_0b_1x1/weights/RMSProp_1, InceptionV1/Mixed_4b/Branch_0/Conv2d_0a_1x1/BatchNorm/beta, 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InceptionV1/Mixed_4d/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4e/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4c/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4d/Branch_3/Conv2d_0b_1x1/weights/RMSProp_1, InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_4b/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4b/Branch_1/Conv2d_0b_3x3/weights/RMSProp_1, InceptionV1/Mixed_5c/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4f/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4b/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4e/Branch_1/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4c/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_variance, InceptionV1/Mixed_4c/Branch_0/Conv2d_0a_1x1/weights, InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4b/Branch_1/Conv2d_0b_3x3/BatchNorm/beta, decoder/delta_ip20/RMSProp, InceptionV1/Mixed_4d/Branch_3/Conv2d_0b_1x1/weights, InceptionV1/Mixed_5c/Branch_3/Conv2d_0b_1x1/BatchNorm/beta, InceptionV1/Mixed_4b/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_variance, InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Conv2d_2b_1x1/BatchNorm/beta, InceptionV1/Mixed_4d/Branch_2/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_3c/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4f/Branch_1/Conv2d_0b_3x3/weights/RMSProp, InceptionV1/Mixed_5c/Branch_3/Conv2d_0b_1x1/weights, InceptionV1/Mixed_4c/Branch_1/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_5b/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_variance, 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InceptionV1/Mixed_3c/Branch_1/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Mixed_4b/Branch_2/Conv2d_0b_3x3/weights/RMSProp, InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_5c/Branch_1/Conv2d_0a_1x1/weights, InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Mixed_3c/Branch_1/Conv2d_0b_3x3/weights/RMSProp, InceptionV1/Mixed_4b/Branch_3/Conv2d_0b_1x1/weights/RMSProp_1, InceptionV1/Mixed_4f/Branch_2/Conv2d_0b_3x3/weights, InceptionV1/Mixed_4b/Branch_0/Conv2d_0a_1x1/weights/RMSProp, decoder/delta_ip10/RMSProp_1, InceptionV1/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_3b/Branch_2/Conv2d_0b_3x3/weights/RMSProp_1, InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_4e/Branch_2/Conv2d_0b_3x3/weights/RMSProp, InceptionV1/Mixed_3b/Branch_2/Conv2d_0b_3x3/weights, decoder/delta_ip_boxes0/RMSProp, InceptionV1/Mixed_3c/Branch_3/Conv2d_0b_1x1/weights, InceptionV1/Mixed_4b/Branch_2/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Mixed_4f/Branch_1/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Conv2d_2c_3x3/BatchNorm/moving_mean, InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_3x3/weights, InceptionV1/Mixed_4b/Branch_2/Conv2d_0a_1x1/weights, InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_3c/Branch_1/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4f/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_variance, InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4d/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Conv2d_1a_7x7/weights/RMSProp, InceptionV1/Mixed_5b/Branch_3/Conv2d_0b_1x1/weights/RMSProp, InceptionV1/Mixed_4c/Branch_2/Conv2d_0b_3x3/BatchNorm/beta/RMSProp, InceptionV1/Mixed_3b/Branch_0/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Mixed_3c/Branch_3/Conv2d_0b_1x1/BatchNorm/beta, InceptionV1/Mixed_5c/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4b/Branch_3/Conv2d_0b_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_4c/Branch_0/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Conv2d_2b_1x1/weights/RMSProp_1, InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4f/Branch_1/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_5b/Branch_1/Conv2d_0b_3x3/BatchNorm/beta, InceptionV1/Conv2d_2c_3x3/BatchNorm/beta/RMSProp, InceptionV1/Conv2d_2c_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_5c/Branch_1/Conv2d_0b_3x3/BatchNorm/beta, InceptionV1/Mixed_3b/Branch_1/Conv2d_0a_1x1/weights, InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4b/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_3c/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4f/Branch_3/Conv2d_0b_1x1/weights/RMSProp, InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/weights, InceptionV1/Mixed_5c/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_mean, InceptionV1/Mixed_4f/Branch_1/Conv2d_0b_3x3/BatchNorm/beta, InceptionV1/Mixed_3b/Branch_3/Conv2d_0b_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4f/Branch_1/Conv2d_0b_3x3/weights, InceptionV1/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_variance, InceptionV1/Conv2d_2c_3x3/weights/RMSProp, decoder/Overfeat/ip/RMSProp, InceptionV1/Mixed_4c/Branch_1/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_5c/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_variance, decoder_3/mul_7/ExponentialMovingAverage, InceptionV1/Mixed_5b/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4d/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_3b/Branch_0/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_5b/Branch_1/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4b/Branch_2/Conv2d_0b_3x3/weights/RMSProp_1, InceptionV1/Mixed_3b/Branch_3/Conv2d_0b_1x1/BatchNorm/beta, InceptionV1/Mixed_4b/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Conv2d_2c_3x3/weights/RMSProp_1, InceptionV1/Mixed_4e/Branch_2/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_4e/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_3b/Branch_3/Conv2d_0b_1x1/weights, InceptionV1/Mixed_4f/Branch_2/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4f/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_1x1/BatchNorm/beta, decoder/box_ip0/RMSProp, InceptionV1/Mixed_4d/Branch_2/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_4c/Branch_1/Conv2d_0b_3x3/weights/RMSProp, InceptionV1/Mixed_3b/Branch_1/Conv2d_0b_3x3/weights/RMSProp_1, InceptionV1/Mixed_4d/Branch_3/Conv2d_0b_1x1/BatchNorm/beta, InceptionV1/Mixed_4e/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4d/Branch_3/Conv2d_0b_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4c/Branch_2/Conv2d_0b_3x3/weights/RMSProp_1, InceptionV1/Mixed_5b/Branch_0/Conv2d_0a_1x1/weights, InceptionV1/Mixed_4e/Branch_3/Conv2d_0b_1x1/BatchNorm/beta, InceptionV1/Mixed_4c/Branch_0/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_3b/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_mean, InceptionV1/Logits/Conv2d_0c_1x1/biases, InceptionV1/Mixed_3c/Branch_2/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_4f/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_mean, decoder/Overfeat/ip/RMSProp_1, InceptionV1/Mixed_4c/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_5c/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4e/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_mean, InceptionV1/Mixed_5c/Branch_2/Conv2d_0b_3x3/BatchNorm/beta, InceptionV1/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_mean, InceptionV1/Mixed_4e/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4c/Branch_0/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Mixed_3c/Branch_2/Conv2d_0b_3x3/weights, decoder/delta_ip_boxes0/RMSProp_1, InceptionV1/Mixed_4b/Branch_2/Conv2d_0b_3x3/BatchNorm/beta/RMSProp, InceptionV1/Mixed_3c/Branch_1/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_4c/Branch_2/Conv2d_0b_3x3/weights/RMSProp, decoder/conf_ip0/RMSProp_1, InceptionV1/Mixed_3c/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/weights, InceptionV1/Mixed_4c/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, decoder/delta_ip10/RMSProp, InceptionV1/Mixed_5b/Branch_0/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_4e/Branch_1/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4f/Branch_0/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Conv2d_1a_7x7/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_3x3/BatchNorm/moving_variance, InceptionV1/Mixed_4d/Branch_3/Conv2d_0b_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4c/Branch_1/Conv2d_0b_3x3/weights, InceptionV1/Mixed_4b/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_mean, InceptionV1/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4e/Branch_1/Conv2d_0b_3x3/weights, InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_1x1/weights, InceptionV1/Mixed_4d/Branch_1/Conv2d_0b_3x3/weights/RMSProp, InceptionV1/Mixed_3b/Branch_2/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_5b/Branch_1/Conv2d_0b_3x3/weights/RMSProp, InceptionV1/Mixed_4d/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_3c/Branch_1/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_4e/Branch_2/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm/beta, InceptionV1/Mixed_4d/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4b/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4c/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Conv2d_1a_7x7/BatchNorm/beta, InceptionV1/Mixed_4d/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4d/Branch_2/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4f/Branch_2/Conv2d_0b_3x3/weights/RMSProp_1, InceptionV1/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Conv2d_2b_1x1/BatchNorm/moving_variance, InceptionV1/Conv2d_2b_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_5c/Branch_0/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_4e/Branch_3/Conv2d_0b_1x1/weights/RMSProp, InceptionV1/Mixed_5b/Branch_1/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_4d/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_5b/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_5c/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4d/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_variance, InceptionV1/Mixed_4c/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4c/Branch_2/Conv2d_0b_3x3/weights, InceptionV1/Mixed_4d/Branch_2/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Mixed_4b/Branch_2/Conv2d_0b_3x3/weights, InceptionV1/Mixed_3b/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4c/Branch_3/Conv2d_0b_1x1/weights/RMSProp, InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Conv2d_1a_7x7/BatchNorm/moving_mean, InceptionV1/Mixed_3c/Branch_3/Conv2d_0b_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4d/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, decoder/conf_ip0, decoder/delta_ip20/RMSProp_1, InceptionV1/Mixed_5b/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4b/Branch_2/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_3b/Branch_1/Conv2d_0b_3x3/weights/RMSProp, InceptionV1/Mixed_5c/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_variance, InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/weights, InceptionV1/Mixed_5b/Branch_3/Conv2d_0b_1x1/weights/RMSProp_1, InceptionV1/Mixed_4e/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/RMSProp, InceptionV1/Mixed_3c/Branch_1/Conv2d_0b_3x3/weights/RMSProp_1, InceptionV1/Mixed_3b/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_variance, InceptionV1/Mixed_3b/Branch_2/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_3b/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4e/Branch_1/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_4d/Branch_1/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_3c/Branch_3/Conv2d_0b_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_3x3/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/weights/RMSProp_1, InceptionV1/Mixed_5c/Branch_2/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Mixed_4d/Branch_2/Conv2d_0b_3x3/weights/RMSProp, decoder/delta_ip_boxes0, InceptionV1/Mixed_3c/Branch_3/Conv2d_0b_1x1/weights/RMSProp, InceptionV1/Mixed_4d/Branch_0/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, decoder/delta_ip20, InceptionV1/Mixed_4d/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4e/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_variance, InceptionV1/Mixed_4b/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4e/Branch_0/Conv2d_0a_1x1/weights, InceptionV1/Mixed_4b/Branch_3/Conv2d_0b_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4e/Branch_0/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4e/Branch_1/Conv2d_0b_3x3/weights/RMSProp, InceptionV1/Mixed_4d/Branch_2/Conv2d_0a_1x1/weights, test/accuracy/ExponentialMovingAverage, InceptionV1/Mixed_4f/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Conv2d_2b_1x1/weights, InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_3x3/weights/RMSProp_1, InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4c/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_4f/Branch_1/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Conv2d_2b_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4e/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_3c/Branch_2/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4b/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4d/Branch_1/Conv2d_0b_3x3/weights, decoder/box_ip0/RMSProp_1, InceptionV1/Mixed_5c/Branch_2/Conv2d_0a_1x1/weights, InceptionV1/Mixed_4b/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_variance, InceptionV1/Mixed_5b/Branch_3/Conv2d_0b_1x1/weights, InceptionV1/Mixed_4b/Branch_2/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_3c/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Logits/Conv2d_0c_1x1/weights, InceptionV1/Mixed_4b/Branch_3/Conv2d_0b_1x1/BatchNorm/beta, InceptionV1/Mixed_3b/Branch_3/Conv2d_0b_1x1/weights/RMSProp, InceptionV1/Mixed_3c/Branch_2/Conv2d_0b_3x3/BatchNorm/beta, InceptionV1/Mixed_4e/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_5c/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4f/Branch_2/Conv2d_0b_3x3/weights/RMSProp, InceptionV1/Mixed_5c/Branch_1/Conv2d_0a_1x1/BatchNorm/beta, InceptionV1/Conv2d_2c_3x3/BatchNorm/moving_variance, InceptionV1/Mixed_3c/Branch_2/Conv2d_0a_1x1/BatchNorm/beta, Variable, InceptionV1/Mixed_4b/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4c/Branch_3/Conv2d_0b_1x1/weights, InceptionV1/Mixed_4e/Branch_1/Conv2d_0a_1x1/weights, InceptionV1/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/beta, decoder_1/mul/ExponentialMovingAverage, InceptionV1/Mixed_4b/Branch_3/Conv2d_0b_1x1/weights, InceptionV1/Mixed_5b/Branch_1/Conv2d_0b_3x3/weights, InceptionV1/Mixed_5b/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4f/Branch_2/Conv2d_0b_3x3/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4c/Branch_3/Conv2d_0b_1x1/BatchNorm/beta, InceptionV1/Mixed_5b/Branch_0/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_3b/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_mean, decoder_3/mul/ExponentialMovingAverage, InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_3x3/weights/RMSProp, decoder_1/mul_7/ExponentialMovingAverage, InceptionV1/Mixed_4e/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4f/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4e/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_3c/Branch_2/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_3b/Branch_3/Conv2d_0b_1x1/weights/RMSProp_1, InceptionV1/Mixed_4c/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_mean, InceptionV1/Mixed_3c/Branch_2/Conv2d_0b_3x3/weights/RMSProp_1, InceptionV1/Mixed_4f/Branch_3/Conv2d_0b_1x1/BatchNorm/beta, InceptionV1/Mixed_4e/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_3b/Branch_2/Conv2d_0b_3x3/BatchNorm/beta/RMSProp, InceptionV1/Mixed_3c/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_mean, InceptionV1/Mixed_4d/Branch_0/Conv2d_0a_1x1/weights/RMSProp, InceptionV1/Mixed_4c/Branch_1/Conv2d_0b_3x3/BatchNorm/beta, InceptionV1/Mixed_3b/Branch_2/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4e/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4d/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_mean, InceptionV1/Mixed_5b/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_3c/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_mean, InceptionV1/Conv2d_2c_3x3/BatchNorm/beta, InceptionV1/Mixed_4c/Branch_2/Conv2d_0b_3x3/BatchNorm/beta/RMSProp_1, InceptionV1/Mixed_4e/Branch_3/Conv2d_0b_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_3c/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_variance, InceptionV1/Mixed_5b/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_variance, InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/BatchNorm/beta/RMSProp, InceptionV1/Mixed_4f/Branch_1/Conv2d_0a_1x1/BatchNorm/beta

GreyMS commented 7 years ago

@Aminullah6264 Did you write the model by yourself or took one from the model zoo? As it is said in https://github.com/tensorflow/models/blob/master/slim/nets/inception_v1.py -

final_endpoint: specifies the endpoint to construct the network up to. It can be one of ['Conv2d_1a_7x7', 'MaxPool_2a_3x3', 'Conv2d_2b_1x1', 'Conv2d_2c_3x3', 'MaxPool_3a_3x3', 'Mixed_3b', 'Mixed_3c', 'MaxPool_4a_3x3', 'Mixed_4b', 'Mixed_4c', 'Mixed_4d', 'Mixed_4e', 'Mixed_4f', 'MaxPool_5a_2x2', 'Mixed_5b', 'Mixed_5c']

Also, can you provide the screenshot of your graph? It must be obvious at the picture, which node is your output node.

aminullah6264 commented 7 years ago

@GreyMS thanks for your help this link contain my tensorboard file i also attached graph image i am using overfeat objcet detection i don't know its structure well right now but it works for my problem. i have mention my python code and also C# my python code feed image to my model and get two outputs bonding box and prediction accuracy

https://drive.google.com/file/d/0BxvCLyKCx8F-MTBpTi01MHRpREU/view

This is Graph graph-run overfeat_rezoom_2017_07_27_18

This is my code in Pyhton

This is code in C# in which i don't know output node i have mention a output name but it doesn't return two values.

aminullah6264 commented 7 years ago

@GreyMS ^^^^

gmlwns2000 commented 7 years ago

@Aminullah6264 Did you assigned name for x_in, pred_boxes, and pred_confidences? If you did, try to feed/fetch by name.

aminullah6264 commented 7 years ago

@GreyMS no name is assign to any operation this is the code link through which I train my model https://github.com/Russell91/TensorBox/blob/master/train.py

aminullah6264 commented 7 years ago

@GreyMS can you tell me how can i get two outputs from my model in C#. as in python when i run sess.run(); it returns two outputs

aminullah6264 commented 7 years ago

@gmlwns2000 ^^^^^^

aminullah6264 commented 7 years ago

@gmlwns2000 can you tell some thing about how to feed and fetch using tensor names in C#.

cugcsu commented 6 years ago

can you load tiff/geotiff format image?

migueldeicaza / TensorFlowSharp

Failed to feed image as tensor in TesnsorFlowSharp #108