{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Path to your text file\n", "txt_file_path = \"/home/ekd/ekd_research/pet_reconstruction/python/openvino/runtime/build_Release/dla_benchmark/result.txt\"\n", "\n", "# Initialize the image dimensions\n", "H = 128 # Height of the image\n", "W = 128 # Width of the image\n", "\n", "# Initialize an empty numpy array to store the image data (single channel)\n", "image_data = np.zeros((H, W), dtype=np.float32)\n", "\n", "# Open the text file and read it line by line\n", "with open(txt_file_path, 'r') as file:\n", " for line in file:\n", " \n", " # Split the line by spaces\n", " parts = line.split()\n", " \n", " # Get the pixel value (first part) and the index (last two parts)\n", " pixel_value = float(parts[0]) # The first part is the pixel value\n", " h, w = map(int, parts[7:9]) # The last two numbers are H and W indices\n", " \n", " # Assign the pixel value to the correct location in the array\n", " image_data[h, w] = pixel_value\n", "\n", "# Plot the reconstructed image\n", "plt.imshow(1-image_data, cmap='gray') # Show grayscale image\n", "# plt.colorbar() # Display the color bar to visualize the pixel value range\n", "# plt.title(\"Reconstructed Image from Text File\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Path to your text file\n", "txt_file_path = \"/home/ekd/ekd_research/pet_reconstruction/python/openvino/runtime/build_Release/dla_benchmark/result.txt\"\n", "\n", "# Initialize image dimensions\n", "H = 128 # Height of the image\n", "W = 128 # Width of the image\n", "\n", "# Open the text file and read it line by line\n", "with open(txt_file_path, 'r') as file:\n", " image_data = np.zeros((H, W), dtype=np.float32)\n", " image_count = 0 # To count and label images\n", " \n", " for line in file:\n", " # Split the line by spaces\n", " parts = line.split()\n", " \n", " # Get the pixel value (first part) and the index (last two parts)\n", " pixel_value = float(parts[0]) # The first part is the pixel value\n", " h, w = map(int, parts[7:9]) # The last two numbers are H and W indices\n", " \n", " # Assign the pixel value to the correct location in the array\n", " image_data[h, w] = pixel_value\n", " \n", " # If the current image is filled, plot it and reset the image data for the next one\n", " if np.count_nonzero(image_data) == H * W:\n", " image_count += 1 # Increment image count\n", " # Plot the reconstructed image as a separate figure\n", " plt.figure() # Create a new figure for each image\n", " plt.imshow(1 - image_data, cmap='gray') # Show grayscale image\n", " plt.colorbar() # Display the color bar to visualize the pixel value range\n", " plt.title(f\"Reconstructed Image {image_count}\") # Label the image\n", " plt.show() # Display the current image\n", " \n", " # Reset image_data for the next image\n", " image_data = np.zeros((H, W), dtype=np.float32)\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import onnxruntime as ort\n", "import numpy as np\n", "from PIL import Image\n", "\n", "# Path to the ONNX model\n", "model_path = \"/home/ekd/ekd_research/pet_reconstruction/python/models/model_bmp.onnx\"\n", "\n", "# Load the ONNX model\n", "session = ort.InferenceSession(model_path)\n", "\n", "# Get model input details\n", "input_name = session.get_inputs()[0].name # Input tensor name\n", "input_shape = session.get_inputs()[0].shape # Input tensor shape\n", "\n", "# Path to the PNG image\n", "image_path = \"/home/ekd/ekd_research/pet_reconstruction/python/openvino/demo/sample_images/volume_0_input_49.bmp\"\n", "\n", "# Load the PNG image using PIL (it returns an Image object)\n", "image = Image.open(image_path).convert(\"RGB\") # Ensure it's loaded as RGB\n", "\n", "# Convert the image to a numpy array with float32 precision\n", "image = np.array(image).astype(np.float32)\n", "\n", "# Transpose the image to (C, H, W) format (from (H, W, C) to (C, H, W))\n", "image = np.transpose(image, (2, 0, 1))\n", "\n", "# Add batch dimension (N, C, H, W), repeating the image 32 times\n", "image = np.expand_dims(image, axis=0)\n", "image = np.tile(image, (32, 1, 1, 1))\n", "\n", "# Run inference\n", "outputs = session.run(None, {input_name: image})\n", "\n", "# Display the output\n", "plt.imshow(1-outputs[0][0][0], cmap=\"grey\") # Use a colormap (viridis, gray, etc.)\n", "plt.colorbar()\n", "plt.title(\"Output Heatmap\")\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }