{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "323b609a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/zenon/.local/share/miniconda3/lib/python3.7/site-packages/requests/__init__.py:104: RequestsDependencyWarning: urllib3 (1.26.13) or chardet (5.1.0)/charset_normalizer (2.0.4) doesn't match a supported version!\n",
      "  RequestsDependencyWarning)\n"
     ]
    }
   ],
   "source": [
    "import fiftyone as fo\n",
    "from fiftyone import ViewField as F"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8c6686e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = fo.load_dataset('dataset')\n",
    "classes = dataset.default_classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cfd472e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "LABEL_STUDIO_URL = 'http://localhost:8080'\n",
    "API_KEY = 'e7597adcd96248038940943173f4cbb877c5d9a1'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "460a0c9c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The backend 'labelstudio' does not support attributes. Provided attributes will be ignored.\n",
      "Uploading media to Label Studio...\n",
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name='/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/685.jpg'>, 'image/jpeg')), ('63f3a5cc9a511e57cf91372c', ('63f3a5cc9a511e57cf91372c', <_io.BufferedReader name='/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/686.jpg'>, 'image/jpeg')), ('63f3a5cc9a511e57cf91372d', ('63f3a5cc9a511e57cf91372d', <_io.BufferedReader name='/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/687.jpg'>, 'image/jpeg')), ('63f3a5cc9a511e57cf91372e', ('63f3a5cc9a511e57cf91372e', <_io.BufferedReader name='/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/688.jpg'>, 'image/jpeg')), ('63f3a5cc9a511e57cf91372f', ('63f3a5cc9a511e57cf91372f', <_io.BufferedReader name='/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/689.jpg'>, 'image/jpeg')), ('63f3a5cc9a511e57cf913730', ('63f3a5cc9a511e57cf913730', <_io.BufferedReader name='/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/690.jpg'>, 'image/jpeg')), ('63f3a5cc9a511e57cf913731', ('63f3a5cc9a511e57cf913731', <_io.BufferedReader name='/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/691.jpg'>, 'image/jpeg')), ('63f3a5cc9a511e57cf913732', ('63f3a5cc9a511e57cf913732', <_io.BufferedReader name='/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/692.jpg'>, 'image/jpeg')), ('63f3a5cc9a511e57cf913733', ('63f3a5cc9a511e57cf913733', <_io.BufferedReader name='/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/693.jpg'>, 'image/jpeg')), ('63f3a5cc9a511e57cf913734', ('63f3a5cc9a511e57cf913734', <_io.BufferedReader name='/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/694.jpg'>, 'image/jpeg'))]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Upload complete\n",
      "Launching editor at 'http://localhost:8080/projects/23'...\n",
      "{\n",
      "    \"key\": \"labelstudio_basic_recipe\",\n",
      "    \"version\": \"0.18.0\",\n",
      "    \"timestamp\": \"2023-06-15T14:08:51.729928\",\n",
      "    \"config\": {\n",
      "        \"method\": \"labelstudio\",\n",
      "        \"cls\": \"fiftyone.utils.labelstudio.LabelStudioBackendConfig\",\n",
      "        \"name\": \"labelstudio\",\n",
      "        \"label_schema\": {\n",
      "            \"ground_truth\": {\n",
      "                \"type\": \"detections\",\n",
      "                \"classes\": [\n",
      "                    \"Healthy\",\n",
      "                    \"Stressed\"\n",
      "                ],\n",
      "                \"attributes\": {},\n",
      "                \"existing_field\": true,\n",
      "                \"allow_additions\": true,\n",
      "                \"allow_deletions\": true,\n",
      "                \"allow_label_edits\": true,\n",
      "                \"allow_spatial_edits\": true\n",
      "            }\n",
      "        },\n",
      "        \"media_field\": \"filepath\",\n",
      "        \"url\": \"http://localhost:8080\",\n",
      "        \"project_name\": null\n",
      "    }\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "view = dataset.view()\n",
    "\n",
    "# A unique identifier for this run\n",
    "anno_key = \"labelstudio_basic_recipe\"\n",
    "\n",
    "#label_schema = {\n",
    "#    \"new_ground_truth\": {\n",
    "#        \"type\": \"detections\",\n",
    "#        \"classes\": dataset.distinct(\"ground_truth.detections.label\"),\n",
    "#    },\n",
    "#}\n",
    "\n",
    "view.delete_annotation_run(anno_key)\n",
    "\n",
    "view.annotate(\n",
    "    anno_key,\n",
    "    backend=\"labelstudio\",\n",
    "    label_field=\"ground_truth\",\n",
    "    label_type=\"detections\",\n",
    "    launch_editor=True,\n",
    "    url=LABEL_STUDIO_URL,\n",
    "    api_key=API_KEY,\n",
    ")\n",
    "print(dataset.get_annotation_info(anno_key))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "abb60702",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Sample: {\n",
      "    'id': '63f3a5cb9a511e57cf913038',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/000.jpg',\n",
      "    'tags': ['val'],\n",
      "    'metadata': <ImageMetadata: {\n",
      "        'size_bytes': 161280,\n",
      "        'mime_type': 'image/jpeg',\n",
      "        'width': 1200,\n",
      "        'height': 900,\n",
      "        'num_channels': 3,\n",
      "    }>,\n",
      "    'ground_truth': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '63f3a5cb9a511e57cf913037',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Stressed',\n",
      "                'bounding_box': [0.0, 0.23306249999999995, 1.0, 0.708137],\n",
      "                'mask': None,\n",
      "                'confidence': None,\n",
      "                'index': None,\n",
      "                'eval': 'tp',\n",
      "                'eval_id': '644fdb62cdd055da7827b102',\n",
      "                'eval_iou': 0.9493934132737343,\n",
      "                'eval_resnet_final': 'fn',\n",
      "                'eval_resnet_final_id': '',\n",
      "                'eval_yolo_resnet_final': 'fn',\n",
      "                'eval_yolo_resnet_final_id': '',\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'predictions': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '644fdb62cdd055da7827b102',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Stressed',\n",
      "                'bounding_box': [\n",
      "                    0.023333333333333334,\n",
      "                    0.22555555555555556,\n",
      "                    0.9591666666666666,\n",
      "                    0.7155555555555555,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 56.0,\n",
      "                'index': None,\n",
      "                'eval': 'tp',\n",
      "                'eval_id': '63f3a5cb9a511e57cf913037',\n",
      "                'eval_iou': 0.9493934132737343,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_tp': 1,\n",
      "    'eval_fp': 0,\n",
      "    'eval_fn': 0,\n",
      "    'predictions_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '6450bf684d3fa77ee41434cb',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [\n",
      "                    0.023333333333333334,\n",
      "                    0.22555555555555556,\n",
      "                    0.9591666666666666,\n",
      "                    0.7155555555555555,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 90.0,\n",
      "                'index': None,\n",
      "                'eval_resnet_final': 'fp',\n",
      "                'eval_resnet_final_id': '',\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_resnet_final_tp': 0,\n",
      "    'eval_resnet_final_fp': 1,\n",
      "    'eval_resnet_final_fn': 1,\n",
      "    'predictions_yolo_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '6450c2b14d3fa77ee414422f',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [0.0325, 0.2288888888888889, 0.9341666666666667, 0.71],\n",
      "                'mask': None,\n",
      "                'confidence': 76.0,\n",
      "                'index': None,\n",
      "                'eval_yolo_resnet_final': 'fp',\n",
      "                'eval_yolo_resnet_final_id': '',\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_yolo_resnet_final_tp': 0,\n",
      "    'eval_yolo_resnet_final_fp': 1,\n",
      "    'eval_yolo_resnet_final_fn': 1,\n",
      "}>\n",
      "<Sample: {\n",
      "    'id': '63f3a5cb9a511e57cf91303b',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/001.jpg',\n",
      "    'tags': ['val'],\n",
      "    'metadata': <ImageMetadata: {\n",
      "        'size_bytes': 123515,\n",
      "        'mime_type': 'image/jpeg',\n",
      "        'width': 1280,\n",
      "        'height': 720,\n",
      "        'num_channels': 3,\n",
      "    }>,\n",
      "    'ground_truth': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '63f3a5cb9a511e57cf913039',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Stressed',\n",
      "                'bounding_box': [\n",
      "                    0.36019999999999996,\n",
      "                    0.07434799999999997,\n",
      "                    0.2523,\n",
      "                    0.767352,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': None,\n",
      "                'index': None,\n",
      "                'eval': 'tp',\n",
      "                'eval_id': '644fdb63cdd055da7827b103',\n",
      "                'eval_iou': 0.9863392639043914,\n",
      "                'eval_resnet_final': 'fn',\n",
      "                'eval_resnet_final_id': '',\n",
      "                'eval_yolo_resnet_final': 'tp',\n",
      "                'eval_yolo_resnet_final_id': '6450c2b24d3fa77ee4144230',\n",
      "                'eval_yolo_resnet_final_iou': 0.9744874260687789,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'predictions': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '644fdb63cdd055da7827b103',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Stressed',\n",
      "                'bounding_box': [\n",
      "                    0.36015625,\n",
      "                    0.06388888888888888,\n",
      "                    0.25234375,\n",
      "                    0.7777777777777778,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 53.0,\n",
      "                'index': None,\n",
      "                'eval': 'tp',\n",
      "                'eval_id': '63f3a5cb9a511e57cf913039',\n",
      "                'eval_iou': 0.9863392639043914,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_tp': 1,\n",
      "    'eval_fp': 0,\n",
      "    'eval_fn': 0,\n",
      "    'predictions_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '6450bf694d3fa77ee41434cc',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [\n",
      "                    0.36015625,\n",
      "                    0.06388888888888888,\n",
      "                    0.25234375,\n",
      "                    0.7777777777777778,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 62.0,\n",
      "                'index': None,\n",
      "                'eval_resnet_final': 'fp',\n",
      "                'eval_resnet_final_id': '',\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_resnet_final_tp': 0,\n",
      "    'eval_resnet_final_fp': 1,\n",
      "    'eval_resnet_final_fn': 1,\n",
      "    'predictions_yolo_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '6450c2b24d3fa77ee4144230',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Stressed',\n",
      "                'bounding_box': [\n",
      "                    0.3609375,\n",
      "                    0.06805555555555555,\n",
      "                    0.24921875,\n",
      "                    0.7694444444444445,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 77.0,\n",
      "                'index': None,\n",
      "                'eval_yolo_resnet_final': 'tp',\n",
      "                'eval_yolo_resnet_final_id': '63f3a5cb9a511e57cf913039',\n",
      "                'eval_yolo_resnet_final_iou': 0.9744874260687789,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_yolo_resnet_final_tp': 1,\n",
      "    'eval_yolo_resnet_final_fp': 0,\n",
      "    'eval_yolo_resnet_final_fn': 0,\n",
      "}>\n",
      "<Sample: {\n",
      "    'id': '63f3a5cb9a511e57cf91303c',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/003.jpg',\n",
      "    'tags': ['val'],\n",
      "    'metadata': <ImageMetadata: {\n",
      "        'size_bytes': 701759,\n",
      "        'mime_type': 'image/jpeg',\n",
      "        'width': 1024,\n",
      "        'height': 1024,\n",
      "        'num_channels': 3,\n",
      "    }>,\n",
      "    'ground_truth': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '63f3a5cb9a511e57cf91303a',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Stressed',\n",
      "                'bounding_box': [0.0811, 0.18782549999999998, 0.5938, 0.688175],\n",
      "                'mask': None,\n",
      "                'confidence': None,\n",
      "                'index': None,\n",
      "                'eval': 'fn',\n",
      "                'eval_id': '',\n",
      "                'eval_resnet_final': 'fn',\n",
      "                'eval_resnet_final_id': '',\n",
      "                'eval_yolo_resnet_final': 'fn',\n",
      "                'eval_yolo_resnet_final_id': '',\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'predictions': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '644fdb63cdd055da7827b104',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [0.0810546875, 0.1728515625, 0.59375, 0.703125],\n",
      "                'mask': None,\n",
      "                'confidence': 61.0,\n",
      "                'index': None,\n",
      "                'eval': 'fp',\n",
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      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_tp': 0,\n",
      "    'eval_fp': 1,\n",
      "    'eval_fn': 1,\n",
      "    'predictions_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '6450bf6a4d3fa77ee41434cd',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [0.0810546875, 0.1728515625, 0.59375, 0.703125],\n",
      "                'mask': None,\n",
      "                'confidence': 99.0,\n",
      "                'index': None,\n",
      "                'eval_resnet_final': 'fp',\n",
      "                'eval_resnet_final_id': '',\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_resnet_final_tp': 0,\n",
      "    'eval_resnet_final_fp': 1,\n",
      "    'eval_resnet_final_fn': 1,\n",
      "    'predictions_yolo_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '6450c2b34d3fa77ee4144231',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [0.0771484375, 0.181640625, 0.6005859375, 0.685546875],\n",
      "                'mask': None,\n",
      "                'confidence': 99.0,\n",
      "                'index': None,\n",
      "                'eval_yolo_resnet_final': 'fp',\n",
      "                'eval_yolo_resnet_final_id': '',\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_yolo_resnet_final_tp': 0,\n",
      "    'eval_yolo_resnet_final_fp': 1,\n",
      "    'eval_yolo_resnet_final_fn': 1,\n",
      "}>\n",
      "<Sample: {\n",
      "    'id': '63f3a5cb9a511e57cf913048',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/004.jpg',\n",
      "    'tags': ['val'],\n",
      "    'metadata': <ImageMetadata: {\n",
      "        'size_bytes': 441638,\n",
      "        'mime_type': 'image/jpeg',\n",
      "        'width': 1280,\n",
      "        'height': 720,\n",
      "        'num_channels': 3,\n",
      "    }>,\n",
      "    'ground_truth': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '63f3a5cb9a511e57cf91303d',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [\n",
      "                    0.26089999999999997,\n",
      "                    0.28330000000000005,\n",
      "                    0.304748,\n",
      "                    0.516882,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': None,\n",
      "                'index': None,\n",
      "                'eval': 'fn',\n",
      "                'eval_id': '',\n",
      "                'eval_resnet_final': 'fn',\n",
      "                'eval_resnet_final_id': '',\n",
      "                'eval_yolo_resnet_final': 'fn',\n",
      "                'eval_yolo_resnet_final_id': '',\n",
      "            }>,\n",
      "            <Detection: {\n",
      "                'id': '63f3a5cb9a511e57cf91303e',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [\n",
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      "                    0.42425199999999996,\n",
      "                    0.333212,\n",
      "                    0.489648,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': None,\n",
      "                'index': None,\n",
      "                'eval': 'fn',\n",
      "                'eval_id': '',\n",
      "                'eval_resnet_final': 'tp',\n",
      "                'eval_resnet_final_id': '6450bf6b4d3fa77ee41434cf',\n",
      "                'eval_resnet_final_iou': 0.6238313381495026,\n",
      "                'eval_yolo_resnet_final': 'tp',\n",
      "                'eval_yolo_resnet_final_id': '6450c2b44d3fa77ee4144233',\n",
      "                'eval_yolo_resnet_final_iou': 0.9098951892471772,\n",
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      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [\n",
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      "                    0.14545454545454545,\n",
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      "                    0.8036363636363636,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 99.0,\n",
      "                'index': None,\n",
      "                'eval': 'tp',\n",
      "                'eval_id': '63f3a5cc9a511e57cf91369d',\n",
      "                'eval_iou': 0.9757476504666265,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_tp': 1,\n",
      "    'eval_fp': 0,\n",
      "    'eval_fn': 0,\n",
      "    'predictions_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '6450c18a4d3fa77ee4143939',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [\n",
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      "                    0.8036363636363636,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 99.0,\n",
      "                'index': None,\n",
      "                'eval_resnet_final': 'tp',\n",
      "                'eval_resnet_final_id': '63f3a5cc9a511e57cf91369d',\n",
      "                'eval_resnet_final_iou': 0.9757476504666265,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_resnet_final_tp': 1,\n",
      "    'eval_resnet_final_fp': 0,\n",
      "    'eval_resnet_final_fn': 0,\n",
      "    'predictions_yolo_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '6450c4b94d3fa77ee414462d',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [\n",
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      "                    0.15272727272727274,\n",
      "                    0.9781420765027322,\n",
      "                    0.7963636363636364,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 99.0,\n",
      "                'index': None,\n",
      "                'eval_yolo_resnet_final': 'tp',\n",
      "                'eval_yolo_resnet_final_id': '63f3a5cc9a511e57cf91369d',\n",
      "                'eval_yolo_resnet_final_iou': 0.9846584917907191,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_yolo_resnet_final_tp': 1,\n",
      "    'eval_yolo_resnet_final_fp': 0,\n",
      "    'eval_yolo_resnet_final_fn': 0,\n",
      "}>\n",
      "<Sample: {\n",
      "    'id': '63f3a5cc9a511e57cf913731',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/691.jpg',\n",
      "    'tags': ['val'],\n",
      "    'metadata': <ImageMetadata: {\n",
      "        'size_bytes': 6744,\n",
      "        'mime_type': 'image/jpeg',\n",
      "        'width': 194,\n",
      "        'height': 259,\n",
      "        'num_channels': 3,\n",
      "    }>,\n",
      "    'ground_truth': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '63f3a5cc9a511e57cf91369e',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Stressed',\n",
      "                'bounding_box': [0.1804, 0.3127, 0.8144, 0.6873],\n",
      "                'mask': None,\n",
      "                'confidence': None,\n",
      "                'index': None,\n",
      "                'eval': 'tp',\n",
      "                'eval_id': '644fdd84cdd055da7827b571',\n",
      "                'eval_iou': 0.9944027746071151,\n",
      "                'eval_resnet_final': 'tp',\n",
      "                'eval_resnet_final_id': '6450c18a4d3fa77ee414393a',\n",
      "                'eval_resnet_final_iou': 0.9944027746071151,\n",
      "                'eval_yolo_resnet_final': 'fn',\n",
      "                'eval_yolo_resnet_final_id': '',\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'predictions': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '644fdd84cdd055da7827b571',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Stressed',\n",
      "                'bounding_box': [\n",
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      "                    0.8144329896907216,\n",
      "                    0.6911196911196911,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 97.0,\n",
      "                'index': None,\n",
      "                'eval': 'tp',\n",
      "                'eval_id': '63f3a5cc9a511e57cf91369e',\n",
      "                'eval_iou': 0.9944027746071151,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_tp': 1,\n",
      "    'eval_fp': 0,\n",
      "    'eval_fn': 0,\n",
      "    'predictions_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
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      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Stressed',\n",
      "                'bounding_box': [\n",
      "                    0.18041237113402062,\n",
      "                    0.3088803088803089,\n",
      "                    0.8144329896907216,\n",
      "                    0.6911196911196911,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 52.0,\n",
      "                'index': None,\n",
      "                'eval_resnet_final': 'tp',\n",
      "                'eval_resnet_final_id': '63f3a5cc9a511e57cf91369e',\n",
      "                'eval_resnet_final_iou': 0.9944027746071151,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_resnet_final_tp': 1,\n",
      "    'eval_resnet_final_fp': 0,\n",
      "    'eval_resnet_final_fn': 0,\n",
      "    'predictions_yolo_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '6450c4ba4d3fa77ee414462e',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [\n",
      "                    0.17525773195876287,\n",
      "                    0.3127413127413127,\n",
      "                    0.8195876288659794,\n",
      "                    0.6833976833976834,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 57.0,\n",
      "                'index': None,\n",
      "                'eval_yolo_resnet_final': 'fp',\n",
      "                'eval_yolo_resnet_final_id': '',\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_yolo_resnet_final_tp': 0,\n",
      "    'eval_yolo_resnet_final_fp': 1,\n",
      "    'eval_yolo_resnet_final_fn': 1,\n",
      "}>\n",
      "<Sample: {\n",
      "    'id': '63f3a5cc9a511e57cf913732',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/692.jpg',\n",
      "    'tags': ['val'],\n",
      "    'metadata': <ImageMetadata: {\n",
      "        'size_bytes': 10635,\n",
      "        'mime_type': 'image/jpeg',\n",
      "        'width': 194,\n",
      "        'height': 259,\n",
      "        'num_channels': 3,\n",
      "    }>,\n",
      "    'ground_truth': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '63f3a5cc9a511e57cf91369f',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Stressed',\n",
      "                'bounding_box': [0.10309999999999997, 0.0, 0.8866, 0.9961],\n",
      "                'mask': None,\n",
      "                'confidence': None,\n",
      "                'index': None,\n",
      "                'eval': 'tp',\n",
      "                'eval_id': '644fdd85cdd055da7827b572',\n",
      "                'eval_iou': 0.9999422493946799,\n",
      "                'eval_resnet_final': 'tp',\n",
      "                'eval_resnet_final_id': '6450c18b4d3fa77ee414393b',\n",
      "                'eval_resnet_final_iou': 0.9999422493946799,\n",
      "                'eval_yolo_resnet_final': 'fn',\n",
      "                'eval_yolo_resnet_final_id': '',\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'predictions': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '644fdd85cdd055da7827b572',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Stressed',\n",
      "                'bounding_box': [\n",
      "                    0.10309278350515463,\n",
      "                    0.0,\n",
      "                    0.8865979381443299,\n",
      "                    0.9961389961389961,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 56.0,\n",
      "                'index': None,\n",
      "                'eval': 'tp',\n",
      "                'eval_id': '63f3a5cc9a511e57cf91369f',\n",
      "                'eval_iou': 0.9999422493946799,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_tp': 1,\n",
      "    'eval_fp': 0,\n",
      "    'eval_fn': 0,\n",
      "    'predictions_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '6450c18b4d3fa77ee414393b',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Stressed',\n",
      "                'bounding_box': [\n",
      "                    0.10309278350515463,\n",
      "                    0.0,\n",
      "                    0.8865979381443299,\n",
      "                    0.9961389961389961,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 51.0,\n",
      "                'index': None,\n",
      "                'eval_resnet_final': 'tp',\n",
      "                'eval_resnet_final_id': '63f3a5cc9a511e57cf91369f',\n",
      "                'eval_resnet_final_iou': 0.9999422493946799,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_resnet_final_tp': 1,\n",
      "    'eval_resnet_final_fp': 0,\n",
      "    'eval_resnet_final_fn': 0,\n",
      "    'predictions_yolo_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '6450c4bb4d3fa77ee414462f',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [\n",
      "                    0.0979381443298969,\n",
      "                    0.0,\n",
      "                    0.8917525773195877,\n",
      "                    0.9961389961389961,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 62.0,\n",
      "                'index': None,\n",
      "                'eval_yolo_resnet_final': 'fp',\n",
      "                'eval_yolo_resnet_final_id': '',\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_yolo_resnet_final_tp': 0,\n",
      "    'eval_yolo_resnet_final_fp': 1,\n",
      "    'eval_yolo_resnet_final_fn': 1,\n",
      "}>\n",
      "<Sample: {\n",
      "    'id': '63f3a5cc9a511e57cf913733',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/693.jpg',\n",
      "    'tags': ['val'],\n",
      "    'metadata': <ImageMetadata: {\n",
      "        'size_bytes': 7963,\n",
      "        'mime_type': 'image/jpeg',\n",
      "        'width': 183,\n",
      "        'height': 275,\n",
      "        'num_channels': 3,\n",
      "    }>,\n",
      "    'ground_truth': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '63f3a5cc9a511e57cf9136a0',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [0.48089999999999994, 0.1635995, 0.4645, 0.645509],\n",
      "                'mask': None,\n",
      "                'confidence': None,\n",
      "                'index': None,\n",
      "                'eval': 'fn',\n",
      "                'eval_id': '',\n",
      "                'eval_resnet_final': 'fn',\n",
      "                'eval_resnet_final_id': '',\n",
      "                'eval_yolo_resnet_final': 'fn',\n",
      "                'eval_yolo_resnet_final_id': '',\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'predictions': <Detections: {'detections': []}>,\n",
      "    'eval_tp': 0,\n",
      "    'eval_fp': 0,\n",
      "    'eval_fn': 1,\n",
      "    'predictions_resnet_final': <Detections: {'detections': []}>,\n",
      "    'eval_resnet_final_tp': 0,\n",
      "    'eval_resnet_final_fp': 0,\n",
      "    'eval_resnet_final_fn': 1,\n",
      "    'predictions_yolo_resnet_final': <Detections: {'detections': []}>,\n",
      "    'eval_yolo_resnet_final_tp': 0,\n",
      "    'eval_yolo_resnet_final_fp': 0,\n",
      "    'eval_yolo_resnet_final_fn': 1,\n",
      "}>\n",
      "<Sample: {\n",
      "    'id': '63f3a5cc9a511e57cf913734',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/zenon/Documents/master-thesis/classification/evaluation/dataset/images/val/694.jpg',\n",
      "    'tags': ['val'],\n",
      "    'metadata': <ImageMetadata: {\n",
      "        'size_bytes': 5680,\n",
      "        'mime_type': 'image/jpeg',\n",
      "        'width': 275,\n",
      "        'height': 183,\n",
      "        'num_channels': 3,\n",
      "    }>,\n",
      "    'ground_truth': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '63f3a5cc9a511e57cf9136a1',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [0.3782, 0.07650000000000001, 0.4691, 0.8852],\n",
      "                'mask': None,\n",
      "                'confidence': None,\n",
      "                'index': None,\n",
      "                'eval': 'tp',\n",
      "                'eval_id': '644fdd86cdd055da7827b573',\n",
      "                'eval_iou': 0.9921544419694976,\n",
      "                'eval_resnet_final': 'tp',\n",
      "                'eval_resnet_final_id': '6450c18c4d3fa77ee414393c',\n",
      "                'eval_resnet_final_iou': 0.9921544419694976,\n",
      "                'eval_yolo_resnet_final': 'tp',\n",
      "                'eval_yolo_resnet_final_id': '6450c4bc4d3fa77ee4144630',\n",
      "                'eval_yolo_resnet_final_iou': 0.9626494741871938,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'predictions': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '644fdd86cdd055da7827b573',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [\n",
      "                    0.37454545454545457,\n",
      "                    0.07650273224043716,\n",
      "                    0.4727272727272727,\n",
      "                    0.8852459016393442,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 93.0,\n",
      "                'index': None,\n",
      "                'eval': 'tp',\n",
      "                'eval_id': '63f3a5cc9a511e57cf9136a1',\n",
      "                'eval_iou': 0.9921544419694976,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_tp': 1,\n",
      "    'eval_fp': 0,\n",
      "    'eval_fn': 0,\n",
      "    'predictions_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '6450c18c4d3fa77ee414393c',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [\n",
      "                    0.37454545454545457,\n",
      "                    0.07650273224043716,\n",
      "                    0.4727272727272727,\n",
      "                    0.8852459016393442,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 65.0,\n",
      "                'index': None,\n",
      "                'eval_resnet_final': 'tp',\n",
      "                'eval_resnet_final_id': '63f3a5cc9a511e57cf9136a1',\n",
      "                'eval_resnet_final_iou': 0.9921544419694976,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_resnet_final_tp': 1,\n",
      "    'eval_resnet_final_fp': 0,\n",
      "    'eval_resnet_final_fn': 0,\n",
      "    'predictions_yolo_resnet_final': <Detections: {\n",
      "        'detections': [\n",
      "            <Detection: {\n",
      "                'id': '6450c4bc4d3fa77ee4144630',\n",
      "                'attributes': {},\n",
      "                'tags': [],\n",
      "                'label': 'Healthy',\n",
      "                'bounding_box': [\n",
      "                    0.36363636363636365,\n",
      "                    0.07650273224043716,\n",
      "                    0.48727272727272725,\n",
      "                    0.8852459016393442,\n",
      "                ],\n",
      "                'mask': None,\n",
      "                'confidence': 67.0,\n",
      "                'index': None,\n",
      "                'eval_yolo_resnet_final': 'tp',\n",
      "                'eval_yolo_resnet_final_id': '63f3a5cc9a511e57cf9136a1',\n",
      "                'eval_yolo_resnet_final_iou': 0.9626494741871938,\n",
      "            }>,\n",
      "        ],\n",
      "    }>,\n",
      "    'eval_yolo_resnet_final_tp': 1,\n",
      "    'eval_yolo_resnet_final_fp': 0,\n",
      "    'eval_yolo_resnet_final_fn': 0,\n",
      "}>\n"
     ]
    }
   ],
   "source": [
    "for sample in dataset:\n",
    "    print(sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9e57cd86",
   "metadata": {},
   "outputs": [],
   "source": [
    "anno_key = \"labelstudio_basic_recipe\"\n",
    "\n",
    "# Merge annotations back into FiftyOne dataset\n",
    "dataset = fo.load_dataset(\"dataset\")\n",
    "dataset.load_annotations(anno_key)\n",
    "\n",
    "# Load the view that was annotated in the App\n",
    "view = dataset.load_annotation_view(anno_key)\n",
    "session = fo.launch_app(view=view)\n",
    "\n",
    "# Step 6: Cleanup\n",
    "\n",
    "# Delete tasks from Label Studio\n",
    "results = dataset.load_annotation_results(anno_key)\n",
    "results.cleanup()\n",
    "\n",
    "# Delete run record (not the labels) from FiftyOne\n",
    "dataset.delete_annotation_run(anno_key)"
   ]
  }
 ],
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