\n",
+ "\n",
+ "adenocarcinoma_histopathology.jpg:\n",
+ "adenocarcinoma histopathology: 0.7818863987922668\n",
+ "hematoxylin and eosin histopathology: 0.15517690777778625\n",
+ "immunohistochemistry histopathology: 0.06149514392018318\n",
+ "squamous cell carcinoma histopathology: 0.0014182085869833827\n",
+ "chest X-ray: 2.017213228100445e-05\n",
+ "brain MRI: 1.2181524198240368e-06\n",
+ "pie chart: 7.932688959044754e-07\n",
+ "bone X-ray: 7.436410101036017e-07\n",
+ "covid line chart: 4.482610052036762e-07\n",
+ "\n",
+ "\n",
+ "covid_line_chart.png:\n",
+ "covid line chart: 0.9493210315704346\n",
+ "adenocarcinoma histopathology: 0.01898195780813694\n",
+ "squamous cell carcinoma histopathology: 0.0175501499325037\n",
+ "immunohistochemistry histopathology: 0.006791787222027779\n",
+ "hematoxylin and eosin histopathology: 0.003417333820834756\n",
+ "brain MRI: 0.002629919210448861\n",
+ "chest X-ray: 0.0010041205678135157\n",
+ "bone X-ray: 0.00024685842799954116\n",
+ "pie chart: 5.6812208640621975e-05\n",
+ "\n",
+ "\n",
+ "bone_X-ray.jpg:\n",
+ "bone X-ray: 0.9037961959838867\n",
+ "hematoxylin and eosin histopathology: 0.07279316335916519\n",
+ "brain MRI: 0.013534954749047756\n",
+ "chest X-ray: 0.00821212213486433\n",
+ "immunohistochemistry histopathology: 0.001647887285798788\n",
+ "squamous cell carcinoma histopathology: 1.418814281350933e-05\n",
+ "covid line chart: 1.1351590956110158e-06\n",
+ "adenocarcinoma histopathology: 2.3802124360372545e-07\n",
+ "pie chart: 9.433303205241828e-08\n",
+ "\n",
+ "\n",
+ "pie_chart.png:\n",
+ "pie chart: 0.999992847442627\n",
+ "covid line chart: 6.056906840967713e-06\n",
+ "brain MRI: 6.212158041307703e-07\n",
+ "bone X-ray: 1.870277799298492e-07\n",
+ "chest X-ray: 1.4315827456812258e-07\n",
+ "immunohistochemistry histopathology: 7.397970591682679e-08\n",
+ "hematoxylin and eosin histopathology: 1.3329795045535775e-08\n",
+ "adenocarcinoma histopathology: 7.695367898463701e-09\n",
+ "squamous cell carcinoma histopathology: 4.512833662317917e-09\n",
+ "\n",
+ "\n",
+ "H_and_E_histopathology.jpg:\n",
+ "hematoxylin and eosin histopathology: 0.7953251600265503\n",
+ "immunohistochemistry histopathology: 0.19779996573925018\n",
+ "chest X-ray: 0.005973907187581062\n",
+ "bone X-ray: 0.0008049230673350394\n",
+ "adenocarcinoma histopathology: 9.133991261478513e-05\n",
+ "squamous cell carcinoma histopathology: 3.6423973597266013e-06\n",
+ "brain MRI: 6.688684948130685e-07\n",
+ "pie chart: 4.278819574210502e-07\n",
+ "covid line chart: 3.051619401617245e-08\n",
+ "\n",
+ "\n",
+ "brain_MRI.jpg:\n",
+ "brain MRI: 0.9565795660018921\n",
+ "hematoxylin and eosin histopathology: 0.041418157517910004\n",
+ "immunohistochemistry histopathology: 0.0019450499676167965\n",
+ "pie chart: 2.7151252652402036e-05\n",
+ "squamous cell carcinoma histopathology: 1.0223812751064543e-05\n",
+ "bone X-ray: 8.662499567435589e-06\n",
+ "chest X-ray: 7.96773747424595e-06\n",
+ "adenocarcinoma histopathology: 2.7692055937222904e-06\n",
+ "covid line chart: 3.420084908611898e-07\n",
+ "\n",
+ "\n",
+ "chest_X-ray.jpg:\n",
+ "chest X-ray: 0.9998347759246826\n",
+ "hematoxylin and eosin histopathology: 0.0001205605294671841\n",
+ "bone X-ray: 4.112880560569465e-05\n",
+ "immunohistochemistry histopathology: 1.0486423889233265e-06\n",
+ "adenocarcinoma histopathology: 9.66637117016944e-07\n",
+ "covid line chart: 9.508977996119938e-07\n",
+ "brain MRI: 3.232386518448038e-07\n",
+ "squamous cell carcinoma histopathology: 2.53368597213921e-07\n",
+ "pie chart: 3.6984038054299617e-09\n",
+ "\n",
+ "\n",
+ "squamous_cell_carcinoma_histopathology.jpeg:\n",
+ "squamous cell carcinoma histopathology: 0.9469489455223083\n",
+ "adenocarcinoma histopathology: 0.05259034037590027\n",
+ "hematoxylin and eosin histopathology: 0.0003988408425357193\n",
+ "immunohistochemistry histopathology: 6.187965482240543e-05\n",
+ "chest X-ray: 1.4099594380923008e-08\n",
+ "pie chart: 3.522500624519864e-10\n",
+ "bone X-ray: 2.9633814846441453e-10\n",
+ "brain MRI: 1.2720452469139332e-10\n",
+ "covid line chart: 1.8425603924565603e-12\n",
+ "\n",
+ "\n",
+ "IHC_histopathology.jpg:\n",
+ "immunohistochemistry histopathology: 0.9465934634208679\n",
+ "hematoxylin and eosin histopathology: 0.03232448548078537\n",
+ "brain MRI: 0.020657211542129517\n",
+ "adenocarcinoma histopathology: 0.000304735847748816\n",
+ "bone X-ray: 4.5735167077509686e-05\n",
+ "squamous cell carcinoma histopathology: 3.150868360535242e-05\n",
+ "covid line chart: 2.0559578842949122e-05\n",
+ "chest X-ray: 1.2715442608168814e-05\n",
+ "pie chart: 9.55282575887395e-06\n",
+ "
\n",
+ " "
+ ],
+ "metadata": {
+ "id": "kIZEaLJB5H6A"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "def plot_images_with_metadata(images, metadata):\n",
+ " num_images = len(images)\n",
+ " fig, axes = plt.subplots(nrows=num_images, ncols=1, figsize=(5, 5 * num_images))\n",
+ "\n",
+ " for i, (img_path, metadata) in enumerate(zip(images, metadata)):\n",
+ " img = Image.open(img_path)\n",
+ " ax = axes[i]\n",
+ " ax.imshow(img)\n",
+ " ax.axis('off')\n",
+ " ax.set_title(f\"{metadata['filename']}\\n{metadata['top_probs']}\", fontsize=14)\n",
+ "\n",
+ " plt.tight_layout()\n",
+ " plt.show()\n",
+ "\n",
+ "metadata_list = []\n",
+ "\n",
+ "top_k = 3\n",
+ "for i, img in enumerate(test_imgs):\n",
+ " pred = labels[sorted_indices[i][0]]\n",
+ " img_name = img.split('/')[-1]\n",
+ "\n",
+ " top_probs = []\n",
+ " top_k = len(labels) if top_k == -1 else top_k\n",
+ " for j in range(top_k):\n",
+ " jth_index = sorted_indices[i][j]\n",
+ " top_probs.append(f\"{labels[jth_index]}: {logits[i][jth_index] * 100:.1f}\")\n",
+ "\n",
+ " metadata = {'filename': img_name, 'top_probs': '\\n'.join(top_probs)}\n",
+ " metadata_list.append(metadata)\n",
+ "\n",
+ "plot_images_with_metadata(test_imgs, metadata_list)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "id": "zE5vznWj2CCf",
+ "outputId": "43c30caa-ec74-4f85-ca40-a1b308ccd7bd"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "