\n ๐๐ Object Detection ๐๐โฝInstance Segmentation๐\n
\n \n \n\n ๐๐About The Dataset ๐งพ๐\n
\n ","metadata":{}},{"cell_type":"markdown","source":"https://www.kaggle.com/competitions/dfl-bundesliga-data-shootout/data","metadata":{}},{"cell_type":"markdown","source":"\n ๐๐Importing Libraries🔧\n
\n \n","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt","metadata":{"execution":{"iopub.status.busy":"2022-12-07T06:31:07.959567Z","iopub.execute_input":"2022-12-07T06:31:07.960025Z","iopub.status.idle":"2022-12-07T06:31:08.065758Z","shell.execute_reply.started":"2022-12-07T06:31:07.959937Z","shell.execute_reply":"2022-12-07T06:31:08.064769Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!pip install pixellib\n","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-12-07T06:31:08.069540Z","iopub.execute_input":"2022-12-07T06:31:08.070378Z","iopub.status.idle":"2022-12-07T06:31:32.117855Z","shell.execute_reply.started":"2022-12-07T06:31:08.070347Z","shell.execute_reply":"2022-12-07T06:31:32.116689Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import pixellib\nfrom pixellib.instance import instance_segmentation\nfrom pixellib.semantic import semantic_segmentation\nimport cv2\nfrom pixellib.tune_bg import alter_bg","metadata":{"execution":{"iopub.status.busy":"2022-12-07T06:31:32.120586Z","iopub.execute_input":"2022-12-07T06:31:32.121583Z","iopub.status.idle":"2022-12-07T06:31:40.832249Z","shell.execute_reply.started":"2022-12-07T06:31:32.121536Z","shell.execute_reply":"2022-12-07T06:31:40.830119Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"\n 📥 Loading the dataset and using instance segmentation💠\n
\n \n \n\n ๐ Output is read through matplotlib and CV2 for instance segmentation 📗\n
\n ","metadata":{}},{"cell_type":"code","source":"# import the cv2 library\nimport cv2\n\n# The function cv2.imread() is used to read an image.\nimg = cv2.imread('./output_image_path.jpg')\nplt.imshow(img)\nplt.plot()","metadata":{"execution":{"iopub.status.busy":"2022-12-07T06:32:00.714272Z","iopub.execute_input":"2022-12-07T06:32:00.714988Z","iopub.status.idle":"2022-12-07T06:32:01.018392Z","shell.execute_reply.started":"2022-12-07T06:32:00.714950Z","shell.execute_reply":"2022-12-07T06:32:01.017446Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"\n 📝 Loading the video data and detecting it using mask rcnn 📣\n
\n \n \n\n 🎨 Diaplaying the output using youtube 🌈\n
\n ","metadata":{}},{"cell_type":"code","source":"from IPython.display import display, HTML\nfrom base64 import b64encode\n\ndef display_video(path):\n mp4 = open(path, \"rb\").read()\n data_url = \"data:video/mp4;base64,\" + b64encode(mp4).decode()\n display(\n HTML(\n \"\"\"\n \n \"\"\" % data_url\n )\n )","metadata":{"execution":{"iopub.status.busy":"2022-12-07T07:25:50.636800Z","iopub.execute_input":"2022-12-07T07:25:50.639787Z","iopub.status.idle":"2022-12-07T07:25:50.646614Z","shell.execute_reply.started":"2022-12-07T07:25:50.639736Z","shell.execute_reply":"2022-12-07T07:25:50.645518Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"\n ๐๐ Finally real time instance segmentation ๐๐ฝ๐๐ฝ\n
","metadata":{}},{"cell_type":"code","source":"from IPython.display import YouTubeVideo\nYouTubeVideo('azk8efRRLOM', width=830, height=467)","metadata":{"execution":{"iopub.status.busy":"2022-12-07T07:33:51.479473Z","iopub.execute_input":"2022-12-07T07:33:51.480178Z","iopub.status.idle":"2022-12-07T07:33:52.244986Z","shell.execute_reply.started":"2022-12-07T07:33:51.480142Z","shell.execute_reply":"2022-12-07T07:33:52.244050Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"\n โก๐Feel free to modify the code, let me know suggestion and input\n had issue with video so has to upload it into yputube the output\n and finally reading through it๐๐ฝ๐๐ฝ\n \n
\n ","metadata":{}}]}