{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "1jmG6HiqZOia" }, "source": [ "#**YOLOv8 is trained for Object Detection and Image Segmentation and Image Classification Tasks. We will run Image Segementation tasks in this Tutorial**" ] }, { "cell_type": "markdown", "metadata": { "id": "MYMjOtyeaaKS" }, "source": [ "![image.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "j99EuWngBjfg" }, "source": [ "#Before Running The Script, Please Make Sure, You Have Selected the Run Time as GPU" ] }, { "cell_type": "markdown", "metadata": { "id": "Y1cqy17HFvIi" }, "source": [ "#**Import the Required Library**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "CbN5R3kvFvVK" }, "outputs": [], "source": [ "from IPython.display import Image" ] }, { "cell_type": "markdown", "metadata": { "id": "11DCX4uzCLKZ" }, "source": [ "#**Install Ultralytics Library**" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "YoKgLurm_w99", "outputId": "aa63b7a2-d768-472c-b0d1-492a98267c2f" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", "Collecting ultralytics==8.0.0\n", " Downloading 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antlr4-python3-runtime (setup.py) ... \u001b[?25l\u001b[?25hdone\n", " Created wheel for antlr4-python3-runtime: filename=antlr4_python3_runtime-4.9.3-py3-none-any.whl size=144575 sha256=7ee6f53b1bdb3b64282784a941d52ca290d6fce783afc67a336a1c00a1b75306\n", " Stored in directory: /root/.cache/pip/wheels/b1/a3/c2/6df046c09459b73cc9bb6c4401b0be6c47048baf9a1617c485\n", "Successfully built antlr4-python3-runtime\n", "Installing collected packages: antlr4-python3-runtime, smmap, omegaconf, jedi, thop, hydra-core, gitdb, GitPython, ultralytics\n", "Successfully installed GitPython-3.1.31 antlr4-python3-runtime-4.9.3 gitdb-4.0.10 hydra-core-1.3.2 jedi-0.18.2 omegaconf-2.3.0 smmap-5.0.0 thop-0.1.1.post2209072238 ultralytics-8.0.0\n" ] }, { "output_type": "display_data", "data": { "application/vnd.colab-display-data+json": { "pip_warning": { "packages": [ "pydevd_plugins" ] } } }, "metadata": {} } ], "source": [ "!pip install ultralytics==8.0.0" ] }, { "cell_type": "markdown", "metadata": { "id": "u7TKhWJ-CTkj" }, "source": [ "#**Check Whether the GPU is Available or Not**" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "wcb122A1CKnF" }, "outputs": [], "source": [ "import torch" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8YYrJWJwCXsi", "outputId": "c0f64a92-67e6-469a-de26-a8902fe3de3f" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "True" ] }, "metadata": {}, "execution_count": 4 } ], "source": [ "torch.cuda.is_available()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 36 }, "id": "FOpv9mCiCbBf", "outputId": "fd32c88f-0738-419d-b43c-c4f4441c30f1" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'1.13.1+cu116'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 5 } ], "source": [ "torch.__version__" ] }, { "cell_type": "markdown", "source": [ "#**Download the Demo Image and Video**" ], "metadata": { "id": "--Yz_wCiFMTR" } }, { "cell_type": "code", "source": [ "!gdown \"https://drive.google.com/uc?id=1q-sNrJfUi6PjvT8mFfEw1Cq4eCavdklK&confirm=t\"" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cSX_1yrFEazJ", "outputId": "17d447ae-ae53-42d6-f9a8-b8d49b0fbd1f" }, "execution_count": 6, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Downloading...\n", "From: https://drive.google.com/uc?id=1q-sNrJfUi6PjvT8mFfEw1Cq4eCavdklK&confirm=t\n", "To: /content/image1.jpg\n", "\r 0% 0.00/214k [00:00" ] }, "metadata": {}, "execution_count": 9 } ], "source": [ "Image('/content/runs/segment/predict/image1.jpg')" ] }, { "cell_type": "markdown", "metadata": { "id": "aaYV0UDDLCVp" }, "source": [ "#**Hide Labels and Confidence Value**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "xVJRuThXLCkJ", "outputId": "a4767acb-3fd2-4f2b-e45b-1a5b5c814606" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Ultralytics YOLOv8.0.0 🚀 Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15102MiB)\n", "Fusing layers... \n", "YOLOv8s-seg summary: 195 layers, 11810560 parameters, 0 gradients, 42.6 GFLOPs\n", "image 1/1 /content/image1.jpg: 448x640 12 persons, 1 bus, 2 traffic lights, 4 backpacks, 5 handbags, 30.3ms\n", "Speed: 0.5ms pre-process, 30.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640)\n", "Results saved to \u001b[1mruns/segment/predict2\u001b[0m\n" ] } ], "source": [ "!yolo task=segment mode=predict model=yolov8s-seg.pt source='/content/image1.jpg' hide_labels=True hide_conf=True" ] }, { "cell_type": "markdown", "metadata": { "id": "XuBJQLR2LR66" }, "source": [ "#**Display the Output Image**" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 681 }, "id": "jwqLmhcvK004", "outputId": "c96af454-91d6-410c-b3f1-3f7cd67131ab" }, "outputs": [ { "output_type": "execute_result", "data": { "image/jpeg": 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\n", "text/plain": [ "" ] }, "metadata": {}, "execution_count": 11 } ], "source": [ "Image('/content/runs/segment/predict2/image1.jpg')" ] }, { "cell_type": "markdown", "metadata": { "id": "EJeFobzMLY8o" }, "source": [ "#**Run Segmentation on Video**" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Hq7MjtDJLQOU", "outputId": "26087ee2-5258-4151-c274-9d99edc34975" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Ultralytics YOLOv8.0.0 🚀 Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15102MiB)\n", "Fusing layers... \n", "YOLOv8s-seg summary: 195 layers, 11810560 parameters, 0 gradients, 42.6 GFLOPs\n", "video 1/1 (1/1314) /content/demo.mp4: 384x640 3 cars, 18.0ms\n", "video 1/1 (2/1314) /content/demo.mp4: 384x640 3 cars, 14.8ms\n", "video 1/1 (3/1314) /content/demo.mp4: 384x640 3 cars, 14.8ms\n", "video 1/1 (4/1314) /content/demo.mp4: 384x640 4 cars, 14.7ms\n", "video 1/1 (5/1314) /content/demo.mp4: 384x640 4 cars, 14.8ms\n", "video 1/1 (6/1314) /content/demo.mp4: 384x640 5 cars, 14.8ms\n", "video 1/1 (7/1314) /content/demo.mp4: 384x640 6 cars, 14.8ms\n", "video 1/1 (8/1314) /content/demo.mp4: 384x640 6 cars, 14.9ms\n", "video 1/1 (9/1314) /content/demo.mp4: 384x640 6 cars, 12.0ms\n", "video 1/1 (10/1314) /content/demo.mp4: 384x640 6 cars, 12.1ms\n", "video 1/1 (11/1314) /content/demo.mp4: 384x640 6 cars, 12.3ms\n", "video 1/1 (12/1314) /content/demo.mp4: 384x640 6 cars, 12.4ms\n", "video 1/1 (13/1314) /content/demo.mp4: 384x640 6 cars, 12.6ms\n", "video 1/1 (14/1314) /content/demo.mp4: 384x640 5 cars, 14.6ms\n", "video 1/1 (15/1314) /content/demo.mp4: 384x640 6 cars, 1 truck, 12.1ms\n", "video 1/1 (16/1314) /content/demo.mp4: 384x640 5 cars, 1 truck, 11.7ms\n", "video 1/1 (17/1314) /content/demo.mp4: 384x640 3 cars, 1 truck, 11.0ms\n", "video 1/1 (18/1314) /content/demo.mp4: 384x640 4 cars, 11.0ms\n", "video 1/1 (19/1314) /content/demo.mp4: 384x640 4 cars, 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/content/demo.mp4: 384x640 6 cars, 3 trucks, 13.0ms\n", "video 1/1 (1278/1314) /content/demo.mp4: 384x640 5 cars, 3 trucks, 13.3ms\n", "video 1/1 (1279/1314) /content/demo.mp4: 384x640 6 cars, 1 bus, 3 trucks, 11.3ms\n", "video 1/1 (1280/1314) /content/demo.mp4: 384x640 6 cars, 1 bus, 4 trucks, 14.4ms\n", "video 1/1 (1281/1314) /content/demo.mp4: 384x640 5 cars, 1 bus, 4 trucks, 12.6ms\n", "video 1/1 (1282/1314) /content/demo.mp4: 384x640 5 cars, 1 bus, 4 trucks, 11.2ms\n", "video 1/1 (1283/1314) /content/demo.mp4: 384x640 6 cars, 1 bus, 4 trucks, 11.7ms\n", "video 1/1 (1284/1314) /content/demo.mp4: 384x640 6 cars, 1 bus, 2 trucks, 20.4ms\n", "video 1/1 (1285/1314) /content/demo.mp4: 384x640 6 cars, 1 bus, 2 trucks, 12.5ms\n", "video 1/1 (1286/1314) /content/demo.mp4: 384x640 6 cars, 1 bus, 4 trucks, 12.4ms\n", "video 1/1 (1287/1314) /content/demo.mp4: 384x640 7 cars, 1 bus, 3 trucks, 13.8ms\n", "video 1/1 (1288/1314) /content/demo.mp4: 384x640 4 cars, 3 trucks, 12.2ms\n", "video 1/1 (1289/1314) /content/demo.mp4: 384x640 4 cars, 1 bus, 3 trucks, 12.3ms\n", "video 1/1 (1290/1314) /content/demo.mp4: 384x640 6 cars, 3 trucks, 12.3ms\n", "video 1/1 (1291/1314) /content/demo.mp4: 384x640 5 cars, 3 trucks, 11.6ms\n", "video 1/1 (1292/1314) /content/demo.mp4: 384x640 5 cars, 2 trucks, 12.6ms\n", "video 1/1 (1293/1314) /content/demo.mp4: 384x640 5 cars, 3 trucks, 14.2ms\n", "video 1/1 (1294/1314) /content/demo.mp4: 384x640 5 cars, 1 bus, 3 trucks, 13.0ms\n", "video 1/1 (1295/1314) /content/demo.mp4: 384x640 6 cars, 1 bus, 3 trucks, 11.6ms\n", "video 1/1 (1296/1314) /content/demo.mp4: 384x640 6 cars, 1 bus, 3 trucks, 11.5ms\n", "video 1/1 (1297/1314) /content/demo.mp4: 384x640 5 cars, 1 bus, 3 trucks, 12.9ms\n", "video 1/1 (1298/1314) /content/demo.mp4: 384x640 5 cars, 3 trucks, 12.7ms\n", "video 1/1 (1299/1314) /content/demo.mp4: 384x640 5 cars, 3 trucks, 10.6ms\n", "video 1/1 (1300/1314) /content/demo.mp4: 384x640 5 cars, 3 trucks, 10.8ms\n", "video 1/1 (1301/1314) /content/demo.mp4: 384x640 5 cars, 3 trucks, 11.0ms\n", "video 1/1 (1302/1314) /content/demo.mp4: 384x640 5 cars, 3 trucks, 11.8ms\n", "video 1/1 (1303/1314) /content/demo.mp4: 384x640 5 cars, 3 trucks, 11.1ms\n", "video 1/1 (1304/1314) /content/demo.mp4: 384x640 4 cars, 3 trucks, 11.3ms\n", "video 1/1 (1305/1314) /content/demo.mp4: 384x640 4 cars, 3 trucks, 11.3ms\n", "video 1/1 (1306/1314) /content/demo.mp4: 384x640 4 cars, 3 trucks, 11.9ms\n", "video 1/1 (1307/1314) /content/demo.mp4: 384x640 4 cars, 3 trucks, 18.5ms\n", "video 1/1 (1308/1314) /content/demo.mp4: 384x640 4 cars, 3 trucks, 12.5ms\n", "video 1/1 (1309/1314) /content/demo.mp4: 384x640 4 cars, 3 trucks, 10.8ms\n", "video 1/1 (1310/1314) /content/demo.mp4: 384x640 4 cars, 3 trucks, 10.5ms\n", "video 1/1 (1311/1314) /content/demo.mp4: 384x640 4 cars, 3 trucks, 11.1ms\n", "video 1/1 (1312/1314) /content/demo.mp4: 384x640 4 cars, 3 trucks, 11.2ms\n", "video 1/1 (1313/1314) /content/demo.mp4: 384x640 4 cars, 3 trucks, 11.0ms\n", "video 1/1 (1314/1314) /content/demo.mp4: 384x640 4 cars, 3 trucks, 10.6ms\n", "Speed: 0.4ms pre-process, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640)\n", "Results saved to \u001b[1mruns/segment/predict3\u001b[0m\n" ] } ], "source": [ "!yolo task=segment mode=predict model=yolov8s-seg.pt source='/content/demo.mp4' " ] }, { "cell_type": "markdown", "metadata": { "id": "ZFkT4XCvLu-X" }, "source": [ "#**Display the Output Video for Segmentation**" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "uBwEiXVpL1y5", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4f5c7e40-46b1-428a-9f18-e2b83ae57b40" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "rm: cannot remove '/content/result_compressed.mp4': No such file or directory\n" ] } ], "source": [ "!rm \"/content/result_compressed.mp4\"" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 246 }, "id": "YKtmJkFSLfY2", "outputId": "309ee7bb-acc7-417a-ef97-629ea93e08ce" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {}, "execution_count": 14 } ], "source": [ "from IPython.display import HTML\n", "from base64 import b64encode\n", "import os\n", "\n", "# Input video path\n", "save_path = '/content/runs/segment/predict3/demo.mp4'\n", "\n", "# Compressed video path\n", "compressed_path = \"/content/result_compressed.mp4\"\n", "\n", "os.system(f\"ffmpeg -i {save_path} -vcodec libx264 {compressed_path}\")\n", "\n", "# Show video\n", "mp4 = open(compressed_path,'rb').read()\n", "data_url = \"data:video/mp4;base64,\" + b64encode(mp4).decode()\n", "HTML(\"\"\"\n", "\n", "\"\"\" % data_url)" ] }, { "cell_type": "markdown", "metadata": { "id": "egqijrhuNVle" }, "source": [ "#**Export Model in ONNX Format**" ] }, { "cell_type": "markdown", "metadata": { "id": "H3PUt3O4N8j0" }, "source": [ "#**Segmentation**" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qnmC_jSKNqGV", "outputId": "5bb5e099-4145-4c9f-c845-1bc38d21b5a3" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Ultralytics YOLOv8.0.0 🚀 Python-3.8.10 torch-1.13.1+cu116 CPU\n", "Fusing layers... \n", "YOLOv8s-seg summary: 195 layers, 11810560 parameters, 0 gradients, 42.6 GFLOPs\n", "\n", "\u001b[34m\u001b[1mPyTorch:\u001b[0m starting from yolov8s-seg.pt with output shape (1, 116, 8400) (22.8 MB)\n", "\u001b[31m\u001b[1mrequirements:\u001b[0m YOLOv5 requirement \"onnx>=1.12.0\" not found, attempting AutoUpdate...\n", "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", "tensorflow 2.11.0 requires protobuf<3.20,>=3.9.2, but you have protobuf 3.20.3 which is incompatible.\u001b[0m\u001b[31m\n", "\u001b[0mLooking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", "Collecting onnx>=1.12.0\n", " Downloading onnx-1.13.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.5 MB)\n", " ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 13.5/13.5 MB 62.3 MB/s eta 0:00:00\n", "Requirement already satisfied: numpy>=1.16.6 in /usr/local/lib/python3.8/dist-packages (from onnx>=1.12.0) (1.22.4)\n", "Collecting protobuf<4,>=3.20.2\n", " Downloading protobuf-3.20.3-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl (1.0 MB)\n", " ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.0/1.0 MB 74.6 MB/s eta 0:00:00\n", "Requirement already satisfied: typing-extensions>=3.6.2.1 in /usr/local/lib/python3.8/dist-packages (from onnx>=1.12.0) (4.5.0)\n", "Installing collected packages: protobuf, onnx\n", " Attempting uninstall: protobuf\n", " Found existing installation: protobuf 3.19.6\n", " Uninstalling protobuf-3.19.6:\n", " Successfully uninstalled protobuf-3.19.6\n", "Successfully installed onnx-1.13.1 protobuf-3.20.3\n", "\n", "\u001b[31m\u001b[1mrequirements:\u001b[0m 1 package updated per ['onnx>=1.12.0']\n", "\u001b[31m\u001b[1mrequirements:\u001b[0m ⚠️ \u001b[1mRestart runtime or rerun command for updates to take effect\u001b[0m\n", "\n", "\n", "\u001b[34m\u001b[1mONNX:\u001b[0m starting export with onnx 1.13.1...\n", "\u001b[34m\u001b[1mONNX:\u001b[0m export success ✅ 13.3s, saved as yolov8s-seg.onnx (45.3 MB)\n", "\n", "Export complete (14.8s)\n", "Results saved to \u001b[1m/content\u001b[0m\n", "Predict: yolo task=segment mode=predict model=yolov8s-seg.onnx -WARNING ⚠️ not yet supported for YOLOv8 exported models\n", "Validate: yolo task=segment mode=val model=yolov8s-seg.onnx -WARNING ⚠️ not yet supported for YOLOv8 exported models\n", "Visualize: https://netron.app\n" ] } ], "source": [ "!yolo task=segment mode=export model=yolov8s-seg.pt format=onnx" ] }, { "cell_type": "markdown", "metadata": { "id": "CePaSOcXOjeL" }, "source": [ "#**To Do All this in Python Instead of Command Line**" ] }, { "cell_type": "markdown", "metadata": { "id": "opHnDJBpQB9a" }, "source": [ "#**For Image**" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "cMfQuulqOC9b" }, "outputs": [], "source": [ "from ultralytics import YOLO" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000, "referenced_widgets": [ "06915f23bb09490f89a2a531c9eb8228", "de757444af7348c29bff553a023cb8f7", "c5496182cfbf4e72a9bfb383e0c0d5bf", "54d908f690584fae93369b3e5101250a", "66acd82a33a44bab97b22320f2ecd8a0", "3d60879b27d64577a2eeb04da279eac5", "a293be49f0294238b6b0d33e283bef07", "de1c242feef44e759b55bc4b55b88894", "4aa1d0d3e8ee473dbdcfd21cd88d7d83", "0fc5e61566fe493fb8c28a1c5ecebb72", "763e52d3da384bdaae44e24a2f2dfd28" ] }, "id": "kwSIi3M4OrgJ", "outputId": "0a0e58db-2a90-42f0-a4ba-9411d9f6c420" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Downloading https://github.com/ultralytics/assets/releases/download/v0.0.0/yolov8m-seg.pt to yolov8m-seg.pt...\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ " 0%| | 0.00/52.4M [00:00" ] }, "metadata": {}, "execution_count": 22 } ], "source": [ "Image('/content/runs/segment/predict4/image1.jpg')" ] }, { "cell_type": "markdown", "metadata": { "id": "p-fWWakbQHZA" }, "source": [ "#**For Video**" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Nu75eaaPQheC", "outputId": "918c4dfa-6173-4c44-8018-4ec796c833c4" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Ultralytics YOLOv8.0.0 🚀 Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15102MiB)\n", "Fusing layers... \n", "YOLOv8m-seg summary: 245 layers, 27268704 parameters, 0 gradients, 110.2 GFLOPs\n", "video 1/1 (1/1314) /content/demo.mp4: 384x640 32.3ms\n", "video 1/1 (2/1314) /content/demo.mp4: 384x640 28.1ms\n", "video 1/1 (3/1314) /content/demo.mp4: 384x640 1 truck, 26.5ms\n", "video 1/1 (4/1314) /content/demo.mp4: 384x640 1 car, 1 truck, 26.5ms\n", "video 1/1 (5/1314) /content/demo.mp4: 384x640 1 car, 26.1ms\n", "video 1/1 (6/1314) /content/demo.mp4: 384x640 1 car, 26.2ms\n", "video 1/1 (7/1314) /content/demo.mp4: 384x640 1 car, 18.1ms\n", "video 1/1 (8/1314) /content/demo.mp4: 384x640 2 cars, 18.2ms\n", "video 1/1 (9/1314) /content/demo.mp4: 384x640 1 car, 18.1ms\n", "video 1/1 (10/1314) /content/demo.mp4: 384x640 1 car, 18.0ms\n", "video 1/1 (11/1314) /content/demo.mp4: 384x640 1 car, 17.5ms\n", "video 1/1 (12/1314) /content/demo.mp4: 384x640 1 car, 17.6ms\n", "video 1/1 (13/1314) /content/demo.mp4: 384x640 1 car, 16.0ms\n", "video 1/1 (14/1314) /content/demo.mp4: 384x640 2 cars, 16.8ms\n", "video 1/1 (15/1314) /content/demo.mp4: 384x640 1 car, 15.6ms\n", "video 1/1 (16/1314) /content/demo.mp4: 384x640 1 car, 16.2ms\n", "video 1/1 (17/1314) /content/demo.mp4: 384x640 2 cars, 17.2ms\n", "video 1/1 (18/1314) /content/demo.mp4: 384x640 2 cars, 15.9ms\n", "video 1/1 (19/1314) /content/demo.mp4: 384x640 2 cars, 15.6ms\n", "video 1/1 (20/1314) /content/demo.mp4: 384x640 2 cars, 14.7ms\n", "video 1/1 (21/1314) /content/demo.mp4: 384x640 3 cars, 16.1ms\n", "video 1/1 (22/1314) /content/demo.mp4: 384x640 2 cars, 14.8ms\n", "video 1/1 (23/1314) /content/demo.mp4: 384x640 3 cars, 17.2ms\n", "video 1/1 (24/1314) /content/demo.mp4: 384x640 2 cars, 16.5ms\n", "video 1/1 (25/1314) /content/demo.mp4: 384x640 2 cars, 16.8ms\n", "video 1/1 (26/1314) /content/demo.mp4: 384x640 3 cars, 15.6ms\n", "video 1/1 (27/1314) /content/demo.mp4: 384x640 3 cars, 18.5ms\n", "video 1/1 (28/1314) /content/demo.mp4: 384x640 3 cars, 15.9ms\n", "video 1/1 (29/1314) /content/demo.mp4: 384x640 4 cars, 14.7ms\n", "video 1/1 (30/1314) /content/demo.mp4: 384x640 3 cars, 16.4ms\n", "video 1/1 (31/1314) /content/demo.mp4: 384x640 3 cars, 14.7ms\n", "video 1/1 (32/1314) /content/demo.mp4: 384x640 2 cars, 16.6ms\n", "video 1/1 (33/1314) /content/demo.mp4: 384x640 2 cars, 17.2ms\n", "video 1/1 (34/1314) /content/demo.mp4: 384x640 2 cars, 15.6ms\n", "video 1/1 (35/1314) /content/demo.mp4: 384x640 2 cars, 15.2ms\n", "video 1/1 (36/1314) /content/demo.mp4: 384x640 2 cars, 15.7ms\n", "video 1/1 (37/1314) /content/demo.mp4: 384x640 2 cars, 16.9ms\n", "video 1/1 (38/1314) /content/demo.mp4: 384x640 4 cars, 20.2ms\n", "video 1/1 (39/1314) /content/demo.mp4: 384x640 4 cars, 15.4ms\n", "video 1/1 (40/1314) /content/demo.mp4: 384x640 4 cars, 15.9ms\n", "video 1/1 (41/1314) /content/demo.mp4: 384x640 4 cars, 15.4ms\n", "video 1/1 (42/1314) /content/demo.mp4: 384x640 4 cars, 15.3ms\n", "video 1/1 (43/1314) /content/demo.mp4: 384x640 4 cars, 15.5ms\n", "video 1/1 (44/1314) /content/demo.mp4: 384x640 4 cars, 17.9ms\n", "video 1/1 (45/1314) /content/demo.mp4: 384x640 4 cars, 16.3ms\n", "video 1/1 (46/1314) /content/demo.mp4: 384x640 4 cars, 17.1ms\n", "video 1/1 (47/1314) /content/demo.mp4: 384x640 4 cars, 15.2ms\n", "video 1/1 (48/1314) /content/demo.mp4: 384x640 4 cars, 14.6ms\n", "video 1/1 (49/1314) /content/demo.mp4: 384x640 4 cars, 15.2ms\n", "video 1/1 (50/1314) /content/demo.mp4: 384x640 4 cars, 16.6ms\n", "video 1/1 (51/1314) /content/demo.mp4: 384x640 4 cars, 15.4ms\n", "video 1/1 (52/1314) /content/demo.mp4: 384x640 4 cars, 15.9ms\n", "video 1/1 (53/1314) /content/demo.mp4: 384x640 4 cars, 16.7ms\n", "video 1/1 (54/1314) /content/demo.mp4: 384x640 4 cars, 15.1ms\n", "video 1/1 (55/1314) /content/demo.mp4: 384x640 4 cars, 14.6ms\n", "video 1/1 (56/1314) /content/demo.mp4: 384x640 4 cars, 16.4ms\n", "video 1/1 (57/1314) /content/demo.mp4: 384x640 4 cars, 18.8ms\n", "video 1/1 (58/1314) /content/demo.mp4: 384x640 4 cars, 15.2ms\n", "video 1/1 (59/1314) 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/content/demo.mp4: 384x640 4 cars, 2 trucks, 23.5ms\n", "video 1/1 (1303/1314) /content/demo.mp4: 384x640 5 cars, 2 trucks, 24.9ms\n", "video 1/1 (1304/1314) /content/demo.mp4: 384x640 4 cars, 2 trucks, 26.5ms\n", "video 1/1 (1305/1314) /content/demo.mp4: 384x640 3 cars, 2 trucks, 29.5ms\n", "video 1/1 (1306/1314) /content/demo.mp4: 384x640 3 cars, 2 trucks, 24.7ms\n", "video 1/1 (1307/1314) /content/demo.mp4: 384x640 3 cars, 1 truck, 26.2ms\n", "video 1/1 (1308/1314) /content/demo.mp4: 384x640 4 cars, 17.6ms\n", "video 1/1 (1309/1314) /content/demo.mp4: 384x640 4 cars, 1 bus, 19.7ms\n", "video 1/1 (1310/1314) /content/demo.mp4: 384x640 4 cars, 1 bus, 18.0ms\n", "video 1/1 (1311/1314) /content/demo.mp4: 384x640 3 cars, 1 bus, 18.8ms\n", "video 1/1 (1312/1314) /content/demo.mp4: 384x640 3 cars, 1 bus, 18.2ms\n", "video 1/1 (1313/1314) /content/demo.mp4: 384x640 3 cars, 1 bus, 22.9ms\n", "video 1/1 (1314/1314) /content/demo.mp4: 384x640 3 cars, 1 bus, 16.2ms\n", "Speed: 0.5ms pre-process, 17.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640)\n", "Results saved to \u001b[1mruns/segment/predict5\u001b[0m\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[[tensor([[5.68000e+02, 2.88000e+02, 5.91000e+02, 3.19000e+02, 5.27495e-01, 7.00000e+00]], device='cuda:0'),\n", " tensor([[[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]]], device='cuda:0')],\n", " [tensor([[5.68000e+02, 2.88000e+02, 5.91000e+02, 3.19000e+02, 5.02730e-01, 7.00000e+00],\n", " [1.05400e+03, 6.82000e+02, 1.24000e+03, 7.19000e+02, 6.35996e-01, 2.00000e+00]], device='cuda:0'),\n", " tensor([[[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " 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...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]]], device='cuda:0')],\n", " [tensor([[5.61000e+02, 2.91000e+02, 5.83000e+02, 3.13000e+02, 5.27162e-01, 2.00000e+00],\n", " [7.50000e+02, 3.44000e+02, 7.83000e+02, 3.72000e+02, 6.22754e-01, 2.00000e+00],\n", " [6.06000e+02, 2.91000e+02, 6.29000e+02, 3.09000e+02, 6.51254e-01, 2.00000e+00]], device='cuda:0'),\n", " tensor([[[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]]], device='cuda:0')],\n", " [tensor([[5.60000e+02, 2.91000e+02, 5.84000e+02, 3.14000e+02, 5.25253e-01, 2.00000e+00],\n", " [7.49000e+02, 3.43000e+02, 7.82000e+02, 3.71000e+02, 6.05482e-01, 2.00000e+00],\n", " [6.06000e+02, 2.93000e+02, 6.28000e+02, 3.10000e+02, 6.90675e-01, 2.00000e+00]], device='cuda:0'),\n", " tensor([[[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]]], device='cuda:0')],\n", " ...]" ] }, "metadata": {}, "execution_count": 25 } ], "source": [ "#Initialize YOLO with the model name\n", "model = YOLO(\"yolov8m-seg.pt\")\n", "#Predict Method Takes all the parameters of the Command Line Interface\n", "model.predict(source='/content/demo.mp4', save=True, conf=0.5, save_txt = False)" ] }, { "cell_type": "markdown", "metadata": { "id": "yARkTXKWQrx7" }, "source": [ "#**Display the Output Video**" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "id": "qjMPMuUNQyWt" }, "outputs": [], "source": [ "!rm \"/content/result_compressed.mp4\"" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 246 }, "id": "n_ZPGKGuQrdz", "outputId": "8993bf77-ffd8-42c5-98ed-1c7fd25cc0b3" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {}, "execution_count": 28 } ], "source": [ "from IPython.display import HTML\n", "from base64 import b64encode\n", "import os\n", "\n", "# Input video path\n", "save_path = '/content/runs/segment/predict5/demo.mp4'\n", "\n", "# Compressed video path\n", "compressed_path = \"/content/result_compressed.mp4\"\n", "\n", "os.system(f\"ffmpeg -i {save_path} -vcodec libx264 {compressed_path}\")\n", "\n", "# Show video\n", "mp4 = open(compressed_path,'rb').read()\n", "data_url = \"data:video/mp4;base64,\" + b64encode(mp4).decode()\n", "HTML(\"\"\"\n", "\n", "\"\"\" % data_url)" ] }, { "cell_type": "markdown", "metadata": { "id": "E7l3ORzhPtUd" }, "source": [ "#**To Export the Model in the onnx Format comment model.predict line and add the model.export()**" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "X9QaivqvPM67", "outputId": "90d58df6-ae30-44e5-881a-250cffd1f88e" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Ultralytics YOLOv8.0.0 🚀 Python-3.8.10 torch-1.13.1+cu116 CPU\n", "Fusing layers... \n", "YOLOv8m-seg summary: 245 layers, 27268704 parameters, 0 gradients, 110.2 GFLOPs\n", "\n", "\u001b[34m\u001b[1mPyTorch:\u001b[0m starting from yolov8m-seg.pt with output shape (1, 116, 8400) (52.4 MB)\n", "\u001b[31m\u001b[1mrequirements:\u001b[0m YOLOv5 requirement \"onnx>=1.12.0\" not found, attempting AutoUpdate...\n", "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", "Requirement already satisfied: onnx>=1.12.0 in /usr/local/lib/python3.8/dist-packages (1.13.1)\n", "Requirement already satisfied: typing-extensions>=3.6.2.1 in /usr/local/lib/python3.8/dist-packages (from onnx>=1.12.0) (4.5.0)\n", "Requirement already satisfied: numpy>=1.16.6 in /usr/local/lib/python3.8/dist-packages (from onnx>=1.12.0) (1.22.4)\n", "Requirement already satisfied: protobuf<4,>=3.20.2 in /usr/local/lib/python3.8/dist-packages (from onnx>=1.12.0) (3.20.3)\n", "\n", "\u001b[31m\u001b[1mrequirements:\u001b[0m 1 package updated per ['onnx>=1.12.0']\n", "\u001b[31m\u001b[1mrequirements:\u001b[0m ⚠️ \u001b[1mRestart runtime or rerun command for updates to take effect\u001b[0m\n", "\n", "\n", "\u001b[34m\u001b[1mONNX:\u001b[0m starting export with onnx 1.13.1...\n", "\u001b[34m\u001b[1mONNX:\u001b[0m export success ✅ 7.1s, saved as yolov8m-seg.onnx (104.2 MB)\n", "\n", "Export complete (10.3s)\n", "Results saved to \u001b[1m/content\u001b[0m\n", "Predict: yolo task=segment mode=predict model=yolov8m-seg.onnx -WARNING ⚠️ not yet supported for YOLOv8 exported models\n", "Validate: yolo task=segment mode=val model=yolov8m-seg.onnx -WARNING ⚠️ not yet supported for YOLOv8 exported models\n", "Visualize: https://netron.app\n" ] } ], "source": [ "#Initialize YOLO with the model name\n", "model = 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