{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "ename": "FileNotFoundError", "evalue": "[Errno 2] No such file or directory: '/Users/robertoreis/Documents/codes/quantum_algo_microscopy/docs/notebooks/duck_image.jpeg'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[1], line 19\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[38;5;66;03m# Load and display the original image\u001b[39;00m\n\u001b[1;32m 18\u001b[0m image_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mduck_image.jpeg\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;66;03m# Replace with your image path\u001b[39;00m\n\u001b[0;32m---> 19\u001b[0m original_img \u001b[38;5;241m=\u001b[39m \u001b[43mImage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimage_path\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 21\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m10\u001b[39m, \u001b[38;5;241m5\u001b[39m))\n\u001b[1;32m 23\u001b[0m plt\u001b[38;5;241m.\u001b[39msubplot(\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m1\u001b[39m)\n", "File \u001b[0;32m~/anaconda3/envs/cwq/lib/python3.12/site-packages/PIL/Image.py:3277\u001b[0m, in \u001b[0;36mopen\u001b[0;34m(fp, mode, formats)\u001b[0m\n\u001b[1;32m 3274\u001b[0m filename \u001b[38;5;241m=\u001b[39m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mrealpath(os\u001b[38;5;241m.\u001b[39mfspath(fp))\n\u001b[1;32m 3276\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m filename:\n\u001b[0;32m-> 3277\u001b[0m fp \u001b[38;5;241m=\u001b[39m \u001b[43mbuiltins\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mrb\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3278\u001b[0m exclusive_fp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 3280\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/Users/robertoreis/Documents/codes/quantum_algo_microscopy/docs/notebooks/duck_image.jpeg'" ] } ], "source": [ "import numpy as np\n", "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "\n", "def preprocess_image(image_path, size=(8, 8)):\n", " # Load the image\n", " img = Image.open(image_path).convert('L')\n", " \n", " # Resize the image\n", " img_resized = img.resize(size)\n", " \n", " # Convert to numpy array and normalize\n", " img_array = np.array(img_resized) / 255.0\n", " \n", " return img_array\n", "\n", "# Load and display the original image\n", "image_path = 'duck_image.jpeg' # Replace with your image path\n", "original_img = Image.open(image_path)\n", "\n", "plt.figure(figsize=(10, 5))\n", "\n", "plt.subplot(1, 2, 1)\n", "plt.imshow(original_img, cmap='gray')\n", "plt.title(\"Original Image\")\n", "plt.axis('off')\n", "\n", "# Preprocess the image\n", "img_array = preprocess_image(image_path)\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.imshow(img_array, cmap='gray')\n", "plt.title(\"Preprocessed Image\")\n", "plt.axis('off')\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "## Encoding" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8, 8)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img_array.shape" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from qiskit import QuantumCircuit, QuantumRegister, ClassicalRegister\n", "from qiskit.visualization import circuit_drawer\n", "\n", "def encode_image(img_array):\n", " size = img_array.shape[0]\n", " n_qubits = 64 #int(np.ceil(np.log2(size * size)))\n", " qr = QuantumRegister(n_qubits, 'q')\n", " cr = ClassicalRegister(n_qubits, 'c')\n", " qc = QuantumCircuit(qr, cr)\n", " \n", " # Flatten the image array and encode each pixel value into a quantum state\n", " flat_img = img_array.flatten()\n", " for i, pixel in enumerate(flat_img):\n", " if pixel > 0:\n", " qc.ry(2 * np.arccos(np.sqrt(pixel)), qr[i])\n", " \n", " return qc\n", "\n", "# Encode the image into a quantum circuit\n", "qc_image = encode_image(img_array)\n", "\n", "# Draw the circuit for image encoding\n", "circuit_image_encoding = circuit_drawer(qc_image, output='mpl', plot_barriers=False, justify='left')\n", "circuit_image_encoding.savefig('quantum_image_encoding.png')\n", "\n", "# Display the saved image\n", "from IPython.display import Image\n", "Image(filename='quantum_image_encoding.png')\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "#Processing\n", "from qiskit.circuit.library import MCXGate\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/m3/fdsx0z8944b6_th83kt65w_r0000gn/T/ipykernel_23663/1388460677.py:136: DeprecationWarning: Using a qobj for run() is deprecated as of qiskit-aer 0.14 and will be removed no sooner than 3 months from that release date. Transpiled circuits should now be passed directly using `backend.run(circuits, **run_options).\n", " result = simulator.run(qobj).result()\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "import numpy as np\n", "from qiskit import QuantumCircuit, QuantumRegister, ClassicalRegister, transpile, assemble\n", "from qiskit import QuantumCircuit\n", "from qiskit_aer import Aer\n", "from qiskit.circuit.library import GroverOperator\n", "from qiskit.visualization import circuit_drawer\n", "# from qiskit import execute\n", "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline\n", "\n", "def preprocess_image(image_path, size=(4, 4)):\n", " # Load the image\n", " img = Image.open(image_path).convert('L')\n", " \n", " # Resize the image\n", " img_resized = img.resize(size)\n", " \n", " # Convert to numpy array and normalize\n", " img_array = np.array(img_resized) / 255.0\n", " \n", " return img_array\n", "\n", "def encode_image(img_array):\n", " size = img_array.shape[0]\n", " n_qubits = size * size # We need one qubit per pixel\n", " qr = QuantumRegister(n_qubits, 'q')\n", " cr = ClassicalRegister(n_qubits, 'c')\n", " qc = QuantumCircuit(qr, cr)\n", " \n", " # Flatten the image array and encode each pixel value into a quantum state\n", " flat_img = img_array.flatten()\n", " for i, pixel in enumerate(flat_img):\n", " if pixel > 0:\n", " qc.ry(2 * np.arccos(np.sqrt(pixel)), qr[i])\n", " \n", " return qc\n", "\n", "def create_oracle(img_array, threshold=0.5):\n", " size = img_array.shape[0]\n", " n_qubits = size * size\n", " oracle_qc = QuantumCircuit(n_qubits)\n", " \n", " # Apply X gates for pixels below the threshold\n", " for i, pixel in enumerate(img_array.flatten()):\n", " if pixel < threshold:\n", " oracle_qc.x(i)\n", " \n", " # Apply multi-controlled-X gate\n", " mcx = MCXGate(n_qubits - 1)\n", " oracle_qc.append(mcx, list(range(n_qubits)))\n", " \n", " return oracle_qc.to_gate(label='Oracle')\n", "\n", "def diffusion_operator(n_qubits):\n", " qc = QuantumCircuit(n_qubits)\n", " \n", " # Apply Hadamard gates\n", " for qubit in range(n_qubits):\n", " qc.h(qubit)\n", " \n", " # Apply X gates\n", " for qubit in range(n_qubits):\n", " qc.x(qubit)\n", " \n", " # Apply multi-controlled-X gate\n", " mcx = MCXGate(n_qubits - 1)\n", " qc.append(mcx, list(range(n_qubits)))\n", " \n", " # Apply X gates\n", " for qubit in range(n_qubits):\n", " qc.x(qubit)\n", " \n", " # Apply Hadamard gates\n", " for qubit in range(n_qubits):\n", " qc.h(qubit)\n", " \n", " return qc.to_gate(label='Diffusion')\n", "\n", "def apply_grovers_search(qc, oracle, n_iterations=1):\n", " n_qubits = qc.num_qubits\n", " diffusion = diffusion_operator(n_qubits)\n", " \n", " for _ in range(n_iterations):\n", " qc.append(oracle, list(range(n_qubits)))\n", " qc.append(diffusion, list(range(n_qubits)))\n", "\n", "def interpret_results(counts, size):\n", " segmented_image = np.zeros((size, size))\n", " for bitstring, count in counts.items():\n", " index = int(bitstring, 2)\n", " if count > 0:\n", " row = index // size\n", " col = index % size\n", " segmented_image[row, col] = 1\n", " return segmented_image\n", "\n", "def main(image_path):\n", " # Load and display the original image\n", " original_img = Image.open(image_path)\n", "\n", " plt.figure(figsize=(10, 5))\n", "\n", " plt.subplot(1, 2, 1)\n", " plt.imshow(original_img, cmap='gray')\n", " plt.title(\"Original Image\")\n", " plt.axis('off')\n", "\n", " # Preprocess the image\n", " img_array = preprocess_image(image_path)\n", "\n", " plt.subplot(1, 2, 2)\n", " plt.imshow(img_array, cmap='gray')\n", " plt.title(\"Preprocessed Image\")\n", " plt.axis('off')\n", "\n", " plt.show()\n", "\n", " # Encode the image into a quantum circuit\n", " qc_image = encode_image(img_array)\n", "\n", " # Create the oracle for the given image\n", " oracle = create_oracle(img_array)\n", "\n", " # Apply Grover's search\n", " apply_grovers_search(qc_image, oracle)\n", "\n", " # Measure the results\n", " qc_image.measure_all()\n", "\n", " # Execute the circuit\n", " simulator = Aer.get_backend('qasm_simulator')\n", " compiled_circuit = transpile(qc_image, simulator)\n", " qobj = assemble(compiled_circuit)\n", " result = simulator.run(qobj).result()\n", " counts = result.get_counts()\n", "\n", " # Display the results\n", " plt.figure(figsize=(10, 5))\n", " plt.bar(counts.keys(), counts.values())\n", " plt.title(\"Quantum Image Segmentation Results\")\n", " plt.xlabel(\"Pixel Index\")\n", " plt.ylabel(\"Counts\")\n", " plt.xticks(rotation=90)\n", " plt.show()\n", "\n", " # Interpret the results\n", "def interpret_results(counts, size):\n", " print(\"Counts:\", counts) # Debug: Print counts to see their format\n", " segmented_image = np.zeros((size, size))\n", " for bitstring, count in counts.items():\n", " bitstring = bitstring.replace(' ', '') # Remove any spaces in the bitstring\n", " index = int(bitstring, 2)\n", " if count > 0:\n", " row = index // size\n", " col = index % size\n", " segmented_image[row, col] = 1\n", " return segmented_image\n", "\n", "\n", "# Run the main function with the path to your image\n", "main('duck_image.jpeg') # Replace with your image path\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "cwq", "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 2 }