{"id":84590,"date":"2023-09-11T20:21:46","date_gmt":"2023-09-11T12:21:46","guid":{"rendered":"https:\/\/www.seeedstudio.com\/blog\/?p=84590"},"modified":"2023-09-12T09:18:13","modified_gmt":"2023-09-12T01:18:13","slug":"sensecraft-ai-upgrade-any-camera-with-yolov8-in-a-no-code-way","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2023\/09\/11\/sensecraft-ai-upgrade-any-camera-with-yolov8-in-a-no-code-way\/","title":{"rendered":"SenseCraft AI: Upgrade Any Camera with YOLOv8 in A No-Code Way!"},"content":{"rendered":"<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/01-1030x539.jpg\" alt=\"\" class=\"wp-image-84790\" width=\"773\" height=\"404\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/01-1030x539.jpg 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/01-300x157.jpg 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/01-768x402.jpg 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/01-1024x536.jpg 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/01.jpg 1200w\" sizes=\"(max-width: 773px) 100vw, 773px\" \/><\/figure><\/div>\n\n\n<p>Extracting valuable, real-time insight from large quantities of video data requires inference from the edge to the cloud. Leveraging the NVIDIA TensorRT and DeepStream SDK, we can maximize the performance of inferencing YOLOv8 models on NVIDIA Jetson. <\/p>\n\n\n\n<p>Step further, we are introducing <strong><a href=\"http:\/\/github.com\/Seeed-Studio\/SenseCraft-AI\">SenseCraft AI<\/a><\/strong>, a new suite of applications including an open-source inference server and web UI to deploy any <a href=\"https:\/\/github.com\/ultralytics\/ultralytics\">YOLOv8<\/a> to NVIDIA Jetson Orin devices and visualize captured streams, without any line of code. Step to the repository \ud83d\udc49 <a href=\"http:\/\/github.com\/Seeed-Studio\/SenseCraft-AI\">github.com\/Seeed-Studio\/SenseCraft-AI<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Experiment with a YOLOv8 model trained on the Microsoft COCO;<\/li>\n\n\n\n<li>Supporting object detection, segmentation, and pose estimation tasks;<\/li>\n\n\n\n<li>Click-to-deploy applications for industries such as people counting, vehicle detection, and helmet detection; <\/li>\n\n\n\n<li>Custom YOLOv8 model and fast performance testing(coming soon). <\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">How to start?<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Prepare an NVIDIA Jetson Orin device with Jetpack 5.0.1 and above<\/strong>; Connect Jetson to a display and power on it; <\/li>\n<\/ol>\n\n\n\n<p><em>Don&#8217;t have one? Check out Seeed&#8217;s <a href=\"https:\/\/www.seeedstudio.com\/catalogsearch\/result\/?q=recomputer%20orin%20\">reComputer of Orin Nano\/Orin NX series<\/a>, edge AI box with production-grade Orin module and carrier board, and built-in Jetpack system. <\/em><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><a href=\"https:\/\/www.seeedstudio.com\/catalogsearch\/result\/?q=recomputer%20orin%20\"><img decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/image-2.png\" alt=\"\" class=\"wp-image-84598\" width=\"285\" height=\"328\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/image-2.png 570w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/image-2-261x300.png 261w\" sizes=\"(max-width: 285px) 100vw, 285px\" \/><\/a><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">2. <strong>Quickstart in one-line script!<\/strong><\/h2>\n\n\n\n<pre class=\"wp-block-preformatted\">bash .\/script\/edge-ai-setup.sh<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Build your own model (BYOM)! <\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Datasets<\/h3>\n\n\n\n<p>If you have a specific AI application and want to bring your own AI model that is suitable for your application, you can collect your own dataset, label them, and then train using YOLOv8.<\/p>\n\n\n\n<p>If you do not want to collect data by yourself, you can also choose public datasets which are readily available. You can download a number of publically available datasets such as the\u00a0<a href=\"https:\/\/cocodataset.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">COCO dataset<\/a>,\u00a0<a href=\"http:\/\/host.robots.ox.ac.uk\/pascal\/VOC\" target=\"_blank\" rel=\"noreferrer noopener\">Pascal VOC dataset<\/a>,\u00a0and much more.\u00a0<a href=\"https:\/\/universe.roboflow.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Roboflow Universe<\/a>\u00a0is a recommended platform that provides a wide range of datasets and it has\u00a0<a href=\"https:\/\/blog.roboflow.com\/computer-vision-datasets-and-apis\" target=\"_blank\" rel=\"noreferrer noopener\">90,000+ datasets with 66+ million images<\/a>\u00a0available for building computer vision models. Also, you can simply search open-source datasets on Google and choose from a variety of datasets available. <\/p>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-left\"><a href=\"https:\/\/wiki.seeedstudio.com\/YOLOv8-TRT-Jetson\/#bring-your-own-ai-model\"><strong>Follow up our wiki with clear steps for training!<\/strong><\/a><\/h3>\n\n\n\n<p>If you have any specific requirements for the AI model used in the application, you can also bring your own model here, collect your own dataset, label it, and then train the model using YOLOv8. <\/p>\n\n\n\n<p>Here we have three recommended methods for training a model:<\/p>\n\n\n\n<p>1.&nbsp;<strong><a href=\"https:\/\/ultralytics.com\/hub\">Ultralytics HUB<\/a><\/strong><\/p>\n\n\n\n<p>You can easily integrate Roboflow into Ultralytics HUB so that all your Roboflow projects will be readily available for training. Here it offers a Google Colab notebook to start the training process easily and also view the training progress in real-time.<\/p>\n\n\n\n<p>2.&nbsp;<strong>Use a Google Colab workspace created by us.<\/strong><\/p>\n\n\n\n<p>Here we use Roboflow API to download the dataset from the Roboflow project. Click&nbsp;<a href=\"https:\/\/colab.research.google.com\/gist\/lakshanthad\/9fbe33058cb7cab49ac8fc345143d849\/yolov5-training-for-jetson.ipynb\" target=\"_blank\" rel=\"noreferrer noopener\">here<\/a>&nbsp;to open an already prepared Google Colab workspace and go through the steps mentioned in the workspace.<\/p>\n\n\n\n<p>3.&nbsp;<strong>Use a local PC for the training process.<\/strong><\/p>\n\n\n\n<p>Here you need to make sure you have a powerful enough GPU and also need to download the dataset manually.<\/p>\n\n\n\n<p><strong>Have a try now! Time to upgrade any legacy camera with the state of art computer vision! <\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Seeed&nbsp;NVIDIA&nbsp;Jetson Ecosystem<\/h2>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/nvidia-elite-partner-badge-rgb-for-screen.jpg\" alt=\"\" class=\"wp-image-82789\" width=\"233\" height=\"109\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/nvidia-elite-partner-badge-rgb-for-screen.jpg 465w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/nvidia-elite-partner-badge-rgb-for-screen-300x140.jpg 300w\" sizes=\"(max-width: 233px) 100vw, 233px\" \/><\/figure>\n\n\n\n<p>Seeed is an Elite partner for edge AI in the&nbsp;<a href=\"https:\/\/www.nvidia.com\/en-us\/about-nvidia\/partners\/\"><u>NVIDIA Partner Network<\/u><\/a>. Explore more carrier boards, full system devices, customization services, use cases, and developer tools on&nbsp;<a href=\"https:\/\/www.seeedstudio.com\/nvidia-jetson.html\"><u>Seeed\u2019s&nbsp;NVIDIA Jetson ecosystem<\/u><\/a>&nbsp;page.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Partner with us!<\/h2>\n\n\n\n<p>Join the forefront of AI innovation with us! Harness the power of cutting-edge hardware and technology to revolutionize the deployment of machine learning in the real world across industries. Be a part of our mission to provide developers and enterprises with the best ML solutions available. Check out our successful&nbsp;<a href=\"https:\/\/files.seeedstudio.com\/wiki\/NVIDIA\/NVIDIA_Jetson_example-Success_cases_and_examples_with_NVIDIA_Jetson.pdf\">case study catalog<\/a>&nbsp;to discover more edge AI possibilities!<\/p>\n\n\n\n<p>Take the first step and send us an email at&nbsp;<a href=\"mailto:edgeai@seeed.cc\">edgeai@seeed.cc<\/a>&nbsp;to become a part of this exciting journey!&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">More Resources<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/developer.download.nvidia.com\/assets\/embedded\/secure\/jetson\/orin_nx\/docs\/Jetson_Orin_NX_Series_Orin_Nano_Series_Thermal_Design_Guide_TDG-11127-001_v1.1.pdf?tqwyyijdKGqgOhzl-PUc8yQ-VUzqGCxyQZK_g5bPprTf5U6F3hw3c2zNFOAI0Doan1HTUWkqVO07a_FfLwyAYdWEi1gGabK3gK-kX639XqnDE9n8BycFAp2-zlod0gXdIjBTkpX1hm9Nr3y5z5N7CQXAsUO98eQlFRUQOFOn0KkKSGcZ4ncpqzTIgBQvG5AOUUZYV90dJjEh-AJTEsAIkR61twbDXZSe8ANfEYo5ykmMU7dwcQzp6-j2Q7E=&amp;t=eyJscyI6ImdzZW8iLCJsc2QiOiJodHRwczovL3d3dy5nb29nbGUuY29tLyIsIm5jaWQiOiJzby15b3V0LTE1MTQ3NCJ9\">Jetson Orin NX Series and Jetson Orin Nano Series \u2013 Thermal Design Guide<\/a>, by NVIDIA<\/li>\n\n\n\n<li><a href=\"https:\/\/www.seeedstudio.com\/blog\/2023\/08\/07\/seeeds-nvidia-jetson-to-be-manufactured-in-vietnam\/\">Seeed\u2019s NVIDIA Jetson Platform to Be Manufactured in Vietnam<\/a><\/li>\n\n\n\n<li>Find everything about&nbsp;<a href=\"https:\/\/www.seeedstudio.com\/tag\/nvidia.html\">Seeed\u2019s Jetson on the ecosystem page<\/a><\/li>\n\n\n\n<li>Download our latest&nbsp;<a href=\"https:\/\/files.seeedstudio.com\/wiki\/Seeed_Jetson\/Seeed-NVIDIA_Jetson_Catalog_V1.4.pdf\">Jetson Catalog<\/a>&nbsp;to find one option that suits your projects.<\/li>\n\n\n\n<li>If you can\u2019t find the off-the-shelf Jetson hardware solution for your needs, please check out our&nbsp;<a href=\"https:\/\/www.seeedstudio.com\/odm\">customization services<\/a>, and submit a new product inquiry to us at&nbsp;odm@seeed.cc&nbsp;for evaluation.<\/li>\n\n\n\n<li>Find all&nbsp;<a href=\"https:\/\/wiki.seeedstudio.com\/Jetson-AI-developer-tools\/\">useful developer tools at our wiki<\/a>, we help you get started with AI projects easily!<\/li>\n<\/ul>\n\n\n\n<p><strong><br><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Extracting valuable, real-time insight from large quantities of video data requires inference from the edge<\/p>\n","protected":false},"author":200,"featured_media":84790,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"iawp_total_views":0,"footnotes":""},"categories":[4394,1],"tags":[1301,32,2799,1608,4659,4520],"class_list":["post-84590","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-deploy","category-news","tag-ai","tag-camera","tag-edge-ai","tag-machine-learning","tag-sensecraft","tag-yolov8"],"yoast_head":"<!-- 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