{"id":84551,"date":"2023-09-12T10:38:16","date_gmt":"2023-09-12T02:38:16","guid":{"rendered":"https:\/\/www.seeedstudio.com\/blog\/?p=84551"},"modified":"2023-09-14T16:00:25","modified_gmt":"2023-09-14T08:00:25","slug":"empowering-industries-with-intelligent-object-detection-and-proactive-decision-making-with-yolov5-and-raspberry-pi-powered-reterminal-dm","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2023\/09\/12\/empowering-industries-with-intelligent-object-detection-and-proactive-decision-making-with-yolov5-and-raspberry-pi-powered-reterminal-dm\/","title":{"rendered":"Empowering Industries with Intelligent Object Detection and Proactive Decision-Making with Yolov5 and Raspberry Pi-powered reTerminal DM"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"84551\" class=\"elementor elementor-84551\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0786c25 e-flex e-con-boxed e-con e-parent\" data-id=\"0786c25\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d703708 elementor-widget elementor-widget-heading\" data-id=\"d703708\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff72026\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Introduction<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9cc6340 e-flex e-con-boxed e-con e-parent\" data-id=\"9cc6340\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-51ed5a6 elementor-widget elementor-widget-text-editor\" data-id=\"51ed5a6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff73333\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Object detection is a critical field in computer vision, encompassing tasks like identifying objects in images. This has practical applications in various sectors like surveillance, healthcare, and self-driving cars. Single-Stage Object Detectors are a subset of object detection models that directly predict object classes and bounding box coordinates without the need for an initial region proposal stage. This streamlines the process and is especially useful for real-time applications. One prominent example is the <span style=\"text-decoration: underline\"><a href=\"https:\/\/en.wikipedia.org\/wiki\/YOLO_(aphorism)\">YOLO<\/a><\/span> (You Only Look Once) family of models, known for their efficient single-stage approach to object detection, making them suitable for scenarios where speed is crucial without sacrificing accuracy.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cd2ede2 e-flex e-con-boxed e-con e-parent\" data-id=\"cd2ede2\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a82fcb9 elementor-widget elementor-widget-heading\" data-id=\"a82fcb9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff74011\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">YOLO<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ce87c4a e-flex e-con-boxed e-con e-parent\" data-id=\"ce87c4a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0331a82 elementor-widget elementor-widget-text-editor\" data-id=\"0331a82\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff74cc1\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Revolutionizing the object detection domain, <span style=\"text-decoration: underline\"><a href=\"https:\/\/en.wikipedia.org\/wiki\/YOLO_(aphorism)\">YOLO<\/a><\/span> (You Only Look Once) marked a breakthrough by introducing the pioneering concept of treating object detection as a regression task within a single stage. This innovative approach involved a detection architecture that scrutinized the image just once to forecast both object positions and their corresponding class designations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1937522 e-flex e-con-boxed e-con e-parent\" data-id=\"1937522\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aad831b elementor-widget elementor-widget-heading\" data-id=\"aad831b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff7596b\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">YOLOv5<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cbf0bb5 e-flex e-con-boxed e-con e-parent\" data-id=\"cbf0bb5\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73df2e5 elementor-widget elementor-widget-text-editor\" data-id=\"73df2e5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff766e9\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>The <span style=\"text-decoration: underline\"><a href=\"https:\/\/github.com\/ultralytics\/yolov5\">YOLOv5 series<\/a><\/span> introduces a range of object detection architectures that come pre-trained on the MS COCO dataset. Following its launch, EfficientDet and YOLOv4 were subsequently introduced. Presently, YOLOv5 stands as an official state-of-the-art model, benefiting from extensive support and enhanced usability in production scenarios.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b9d7f96 e-flex e-con-boxed e-con e-parent\" data-id=\"b9d7f96\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ba18ac2 elementor-widget elementor-widget-image\" data-id=\"ba18ac2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff785be\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/github.com\/ultralytics\/yolov5\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"319\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_5ec5dad9-ffcb-47fd-beb0-41f31abc656b-1030x514.png\" class=\"attachment-large size-large wp-image-84553\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_5ec5dad9-ffcb-47fd-beb0-41f31abc656b-1030x514.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_5ec5dad9-ffcb-47fd-beb0-41f31abc656b-300x150.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_5ec5dad9-ffcb-47fd-beb0-41f31abc656b-768x383.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_5ec5dad9-ffcb-47fd-beb0-41f31abc656b-1536x767.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_5ec5dad9-ffcb-47fd-beb0-41f31abc656b-2048x1022.png 2048w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_5ec5dad9-ffcb-47fd-beb0-41f31abc656b-1024x511.png 1024w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">source: https:\/\/github.com\/ultralytics\/yolov5<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-89d7ad7 e-flex e-con-boxed e-con e-parent\" data-id=\"89d7ad7\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b9d066e elementor-widget elementor-widget-text-editor\" data-id=\"b9d066e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff7933d\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>The notable aspect of YOLOv5 is its native implementation in PyTorch, which addresses the constraints of the Darknet framework. Darknet, built in C programming language, lacks a production-oriented perspective. While Darknet is valuable for research purposes, it has a smaller community and limited support.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-36edb62 e-flex e-con-boxed e-con e-parent\" data-id=\"36edb62\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-08af43b elementor-widget elementor-widget-text-editor\" data-id=\"08af43b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff7a039\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>The transition of YOLO to PyTorch simplifies architecture modification and enables seamless deployment across various environments. Additionally, YOLOv5 holds a place in the Torch Hub showcase as an official state-of-the-art model. This version&#8217;s PyTorch implementation eliminates the limitations posed by the Darknet framework, optimizing its applicability for production contexts.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b3275f5 e-flex e-con-boxed e-con e-parent\" data-id=\"b3275f5\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c5f49ef elementor-widget elementor-widget-heading\" data-id=\"c5f49ef\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff7ad09\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">YOLOv5n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-040d8b6 e-flex e-con-boxed e-con e-parent\" data-id=\"040d8b6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-11151bf elementor-widget elementor-widget-text-editor\" data-id=\"11151bf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff7b9ab\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>The YOLOv5n and YOLOv5n6 models, known as Nano models, exhibit a substantial reduction of approximately 75% in parameters compared to their predecessors. The parameter count drops from 7.5 million to 1.9 million, rendering them suitable for deployment on mobile devices and CPUs. The visual representation also highlights that YOLOv5 exhibits notably superior performance compared to various versions of EfficientDet.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-de8bc50 e-flex e-con-boxed e-con e-parent\" data-id=\"de8bc50\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9ea95e1 elementor-widget elementor-widget-image\" data-id=\"9ea95e1\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff7d03b\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/github.com\/ultralytics\/yolov5\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"217\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_81d8ebc0-83ec-4a6f-abd6-b56e31e33d0d-1030x350.png\" class=\"attachment-large size-large wp-image-84554\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_81d8ebc0-83ec-4a6f-abd6-b56e31e33d0d-1030x350.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_81d8ebc0-83ec-4a6f-abd6-b56e31e33d0d-300x102.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_81d8ebc0-83ec-4a6f-abd6-b56e31e33d0d-768x261.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_81d8ebc0-83ec-4a6f-abd6-b56e31e33d0d-1024x348.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_81d8ebc0-83ec-4a6f-abd6-b56e31e33d0d.png 1280w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">source: https:\/\/github.com\/ultralytics\/yolov5<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b6f6fef e-flex e-con-boxed e-con e-parent\" data-id=\"b6f6fef\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6175997 elementor-widget elementor-widget-text-editor\" data-id=\"6175997\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff7dd8a\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Notably, even the smallest iteration of YOLOv5, namely YOLOv5n6, achieves a comparable level of accuracy, surpassing EfficientDet in terms of speed. This observation underscores YOLOv5&#8217;s efficiency in delivering accurate results swiftly, making it a favorable choice, particularly in scenarios where performance and rapid processing are key considerations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-70c3d7f e-flex e-con-boxed e-con e-parent\" data-id=\"70c3d7f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b82bb71 elementor-widget elementor-widget-heading\" data-id=\"b82bb71\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff7eaec\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Demo<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-31caee5 e-flex e-con-boxed e-con e-parent\" data-id=\"31caee5\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b0741cd elementor-widget elementor-widget-text-editor\" data-id=\"b0741cd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff7f7f5\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Before deploying a model on resource-constrained devices like Raspberry Pi, it&#8217;s often essential to perform model conversion and quantization to ensure optimal performance. This involves several steps to convert a PyTorch model (in .pt format) to a TensorFlow Lite (TFLite) model with quantization, specifically to uint8 data type.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-34d5830 e-flex e-con-boxed e-con e-parent\" data-id=\"34d5830\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6d27e85 elementor-widget elementor-widget-text-editor\" data-id=\"6d27e85\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff8051e\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Certainly, it&#8217;s worth noting that you have the flexibility to employ your custom dataset for training purposes. The reTerminal DM, powered by Raspberry Pi CM4, designed primarily for industrial applications, is adept at showcasing its capabilities through a practical demonstration. In this particular demonstration, the focus is on exemplifying object detection within the construction domain, specifically highlighting its efficacy in identifying Personal Protective Equipment (PPE) kits\u2014a critical aspect of safety in this industry.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-efecc1f e-flex e-con-boxed e-con e-parent\" data-id=\"efecc1f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ddeed3 elementor-widget elementor-widget-text-editor\" data-id=\"3ddeed3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff81238\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>You can visit those reference sites to clone the model into your reTerminal and play around.<\/p><ul><li>https:\/\/github.com\/KasunThushara\/yoloV5n_RPI<\/li><li>https:\/\/github.com\/ultralytics\/yolov5<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c4f7ed1 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"c4f7ed1\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff82243\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/wiki.seeedstudio.com\/reTerminal-DM-Yolo5\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Follow up on the WiKi to Play Around!<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5729bce elementor-widget elementor-widget-video\" data-id=\"5729bce\" data-element_type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff8305e\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/yolov5-3.gif\" autoplay=\"\" controls=\"\" controlsList=\"nodownload\" poster=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/yolov5-2.gif\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e52e33 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"2e52e33\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff83738\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.seeedstudio.com\/reTerminal-DM-LTE-Cat-4-EC25-Bundle.html\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Play Around with your reTerminal DM !<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fb3e8dc e-flex e-con-boxed e-con e-parent\" data-id=\"fb3e8dc\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-607f893 elementor-widget elementor-widget-heading\" data-id=\"607f893\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff844e0\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d575b37 e-flex e-con-boxed e-con e-parent\" data-id=\"d575b37\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8c86d43 elementor-widget elementor-widget-text-editor\" data-id=\"8c86d43\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff851f8\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>In conclusion, the integration of cutting-edge object detection capabilities within <span style=\"text-decoration: underline\"><a href=\"https:\/\/www.seeedstudio.com\/reTerminal-DM-LTE-Cat-4-EC25-Bundle.html\">reTerminal DM<\/a><\/span>\u00a0represents a pivotal advancement for a multitude of industrial applications. By harnessing the power of YOLOv5n&#8217;s precise and real-time object detection, this adaptable device redefines how industries manage operations, ensuring heightened efficiency, safety, and productivity. Whether it&#8217;s enhancing quality control, safeguarding workers, optimizing asset management, or revolutionizing predictive maintenance, the fusion of reTerminal DM&#8217;s innovative features with robust object detection paves the way for intelligent, integrated, and efficient approaches to industrial device management and data flow. The possibilities are vast, and this collaboration promises to propel industries into a new era of smart and proactive decision-making, where every object and asset can be monitored and utilized with unprecedented accuracy and insight.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fded1a7 e-flex e-con-boxed e-con e-parent\" data-id=\"fded1a7\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6fa9a57 elementor-widget elementor-widget-heading\" data-id=\"6fa9a57\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff85ea1\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Seeed Studio's Raspberry Pi Ecosystem<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-480c74d e-flex e-con-boxed e-con e-parent\" data-id=\"480c74d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f4c8b9 elementor-widget elementor-widget-image\" data-id=\"0f4c8b9\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff875bd\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"110\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398.png\" class=\"attachment-large size-large wp-image-83118\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398-300x52.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398-768x132.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398-1024x176.png 1024w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9ab6f59 e-flex e-con-boxed e-con e-parent\" data-id=\"9ab6f59\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1398db8 elementor-widget elementor-widget-text-editor\" data-id=\"1398db8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff88398\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Seeed Studio has been serving the Raspberry Pi user community since 2013 and took the lead to join the approved\u00a0reseller and\u00a0design partner. Since the first version of <span style=\"text-decoration: underline\"><a href=\"https:\/\/www.seeedstudio.com\/reTerminal-CM4108032-p-5712.html\">reTerminal<\/a><\/span> in 2021, we have a series of products including\u00a0<span style=\"text-decoration: underline\">reRouter<\/span>, edge controller series, and this year <span style=\"text-decoration: underline\">reTerminal DM<\/span>, serving creators, makers, enthusiasts, students, engineers, enterprises as well as industries, and every scenario needing Raspberry Pi.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-25d75fc e-flex e-con-boxed e-con e-parent\" data-id=\"25d75fc\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-133be5f elementor-widget elementor-widget-image\" data-id=\"133be5f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff899d7\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"309\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_9c539e4a-9e27-41b6-8d99-5adcac36ddc9.png\" class=\"attachment-large size-large wp-image-83117\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_9c539e4a-9e27-41b6-8d99-5adcac36ddc9.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_9c539e4a-9e27-41b6-8d99-5adcac36ddc9-300x145.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_9c539e4a-9e27-41b6-8d99-5adcac36ddc9-768x371.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_9c539e4a-9e27-41b6-8d99-5adcac36ddc9-1024x495.png 1024w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd739a2 elementor-widget elementor-widget-heading\" data-id=\"fd739a2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff8a0b0\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">More Resources<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f6d859c e-flex e-con-boxed e-con e-parent\" data-id=\"f6d859c\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6f0e876 elementor-widget elementor-widget-text-editor\" data-id=\"6f0e876\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a2062ff8ae89\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<ul><li>Explore more products, full system devices, customization services, and use cases on the\u00a0<span style=\"text-decoration: underline\"><a href=\"https:\/\/www.seeedstudio.com\/raspberrypi.html\">Seeed Raspberry Pi page<\/a><\/span>.<\/li><li>Download our\u00a0<span style=\"text-decoration: underline\"><a href=\"https:\/\/files.seeedstudio.com\/wiki\/Raspberry_Pi\/raspberry-pi-success-cases.pdf\">latest Raspberry Pi success case booklet<\/a><\/span>\u00a0to know how Seeed and Seeed&#8217;s Raspberry Pi-powered products and solutions assist in tackling real-world challenges. If you need any customization based on Raspberry Pi, please check out our\u00a0<a href=\"https:\/\/www.seeedstudio.com\/odm\">customization services.<\/a><\/li><li>Download our <span style=\"text-decoration: underline\"><a href=\"https:\/\/files.seeedstudio.com\/wiki\/raspberry-pi\/seeed-studio-raspberry-pi-series-catalog-v1.1.pdf\">latest product catalog<\/a><\/span> to find the ones that suit your needs.<\/li><li>Wants to discuss more customization possibilities, please check out our <span style=\"text-decoration: underline\"><a href=\"https:\/\/www.seeedstudio.com\/odm\">customization services<\/a>,<\/span> and submit your inquiry to odm@seeed.cc to have a deeper discussion and evaluation for you.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Introduction Object detection is a critical field in computer vision, encompassing tasks like identifying objects<\/p>\n","protected":false},"author":3608,"featured_media":84824,"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":[4391,4394,1,4393],"tags":[632,2799,304,3737,142,247,4252],"class_list":["post-84551","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-build","category-deploy","category-news","category-tech","tag-community","tag-edge-ai","tag-iot","tag-object-detection","tag-open-hardware","tag-raspberry-pi","tag-yolov5"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Empowering Industries with Intelligent Object Detection and Proactive Decision-Making with Yolov5 and Raspberry Pi-powered reTerminal DM - Latest News from Seeed Studio<\/title>\n<meta name=\"description\" content=\"reTerminal DM with YOLOv5n revolutionizes industrial operations, enhancing efficiency, safety, and productivity with advanced object detection. 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