{"id":12341,"date":"2026-03-26T09:22:17","date_gmt":"2026-03-26T08:22:17","guid":{"rendered":"https:\/\/www.terabee.com\/?p=12341"},"modified":"2026-03-26T09:22:20","modified_gmt":"2026-03-26T08:22:20","slug":"the-privacy-paradox-in-people-counting-why-rgb-based-ai-and-stereovision-may-fall-short-of-modern-compliance-standards","status":"publish","type":"post","link":"https:\/\/www.terabee.com\/fr\/the-privacy-paradox-in-people-counting-why-rgb-based-ai-and-stereovision-may-fall-short-of-modern-compliance-standards\/","title":{"rendered":"The Privacy Paradox in People Counting: Why RGB-Based AI and Stereovision May Fall Short of Modern Compliance Standards"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"12341\" class=\"elementor elementor-12341 elementor-12339\" data-elementor-settings=\"{&quot;element_pack_global_tooltip_width&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_width_widescreen&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_width_laptop&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_width_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_width_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_padding&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_padding_widescreen&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_padding_laptop&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_padding_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_padding_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius_widescreen&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius_laptop&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true}}\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-60802c3 thegem-e-con-layout-thegem e-flex e-con-boxed e-con e-parent\" data-id=\"60802c3\" data-element_type=\"container\" data-settings=\"{&quot;thegem_container_layout&quot;:&quot;thegem&quot;}\">\r\n\t\t\t\t\t<div class=\"e-con-inner\">\r\n\t\t\t\t<div class=\"elementor-element elementor-element-e51b191 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"e51b191\" 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\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p> <\/p><p>As the demand for occupancy data and foot-fall analytics grows, a technical divide has emerged in the IoT sector. On one hand, many solution providers utilize High-Definition (HD) RGB cameras, often in a dual-lens <strong>Stereovision<\/strong> configuration, paired with Artificial Intelligence (AI) to achieve high accuracy. On the other hand, a \u00ab\u00a0Privacy-by-Design\u00a0\u00bb approach utilizes non-optical sensors and deterministic algorithms.  <br><br>This paper explores how different sensing technologies approach GDPR compliance, and highlights potential residual risks associated with optical systems, particularly in the context of the evolving EU AI Act and broader cybersecurity considerations.<\/p>\t\t\t\t\t\t\t<\/div>\r\n\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-bced21d elementor-widget__width-initial flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"bced21d\" 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<h2 class=\"elementor-heading-title elementor-size-default\"><br>1. The RGB and Stereovision Dilemma: Data Over-Collection<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74ae582 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"74ae582\" 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\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p>The General Data Protection Regulation (GDPR) is built on the principle of <strong>Data Minimization<\/strong>: personal data should be adequate, relevant, and limited to what is necessary for the purpose.<br><br><strong>The Optical Approach (RGB &amp; Stereovision):<\/strong><br>Most modern people-counting sensors are essentially sophisticated RGB cameras. Even \u00ab\u00a0Stereovision\u00a0\u00bb sensors, which use two lenses to calculate depth, typically rely on standard optical sensors to create those images. They capture rich, high-resolution visual data (faces, clothing, gender, and gait). While the AI \u00ab\u00a0filters\u00a0\u00bb this into numerical counts at the edge, the input remains highly sensitive personal data.   <br><br><strong>The Privacy-by-Design Approach:<\/strong> By using non-RGB sensors, such as Time-of-Flight (ToF), Thermal, or Radar, the device never \u00ab\u00a0sees\u00a0\u00bb a human face or identifiable feature. The raw data consists of depth maps or heat signatures that are inherently meaningless to a human observer or a hacker. This is true data minimization: you cannot lose or leak what you never captured in the first place.  <\/p>\t\t\t\t\t\t\t<\/div>\r\n\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-199afba elementor-widget__width-initial flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"199afba\" 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<h2 class=\"elementor-heading-title elementor-size-default\"><br>2. The EU AI Act: A New Regulatory Hurdle<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-095cbd3 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"095cbd3\" 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\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p>The recently enacted <span style=\"color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/www.terabee.com\/fr\/how-the-eu-ai-act-will-reshape-the-people-counting-market\/\"><strong>EU AI Act<\/strong><\/a><\/span> introduces a risk-based framework for AI systems. Solutions that rely on computer vision and AI for certain types of biometric or behavioral analysis may face increased regulatory scrutiny depending on their use case. <\/p><ul><li><strong>Transparency Requirements:<\/strong> AI models can sometimes be complex to interpret. Under the AI Act, providers are expected to offer appropriate transparency into how systems operate and make decisions. In some cases, this may require additional effort compared to more deterministic approaches.  <\/li><li><b>Deterministic Reliability:<\/b> Deterministic, rule-based algorithms follow predefined logic, making their behavior easier to audit and predict. These systems typically do not rely on large training datasets, which can simplify governance and validation processes. <\/li><li><b>Classification Risk:<\/b> Systems processing visual data in public or sensitive environments may, depending on implementation and purpose, fall under stricter regulatory categories. This can lead to additional documentation and compliance requirements compared to non-visual or non-AI-based systems. <\/li><\/ul>\t\t\t\t\t\t\t<\/div>\r\n\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-3b5c849 elementor-widget__width-initial elementor-hidden-widescreen elementor-hidden-desktop elementor-hidden-laptop elementor-hidden-tablet elementor-hidden-mobile flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-image\" data-id=\"3b5c849\" 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\t\t\t\t\t\t\t\t\t\t<img width=\"1408\" height=\"768\" src=\"https:\/\/www.terabee.com\/wp-content\/uploads\/2025\/10\/Data-showing-article.jpg\" class=\"attachment-full size-full wp-image-11368\" alt=\"\" srcset=\"https:\/\/www.terabee.com\/wp-content\/uploads\/2025\/10\/Data-showing-article.jpg 1408w, https:\/\/www.terabee.com\/wp-content\/uploads\/2025\/10\/Data-showing-article-300x164.jpg 300w, https:\/\/www.terabee.com\/wp-content\/uploads\/2025\/10\/Data-showing-article-1024x559.jpg 1024w, https:\/\/www.terabee.com\/wp-content\/uploads\/2025\/10\/Data-showing-article-768x419.jpg 768w\" sizes=\"(max-width: 1408px) 100vw, 1408px\" \/>\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-773f7a7 elementor-widget__width-initial flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"773f7a7\" 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<h2 class=\"elementor-heading-title elementor-size-default\"><br>3. Cybersecurity Considerations: Data Exposure and System Design<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62def83 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"62def83\" 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\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p>The claim that \u00ab\u00a0processing happens on the edge\u00a0\u00bb ignores the vulnerability of the hardware itself.<\/p><ol><li><strong>Potential Data Exposure:<\/strong> In systems using RGB or stereovision cameras, a compromised device could, in certain scenarios, expose access to raw visual data streams. In environments such as offices or healthcare facilities, this may increase the potential impact of a security breach. <\/li><li><strong>Data Characteristics by Design:<\/strong> With non-optical sensors, such as Time-of-Flight or thermal technologies, the raw data consists of abstract signals like distance points or heat patterns. Without the corresponding processing logic, this data is generally less interpretable and less sensitive from a privacy perspective. <\/li><\/ol>\t\t\t\t\t\t\t<\/div>\r\n\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-3cca88b elementor-widget__width-initial flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"3cca88b\" 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<h2 class=\"elementor-heading-title elementor-size-default\"><br>4. Technology Comparison Table<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e75f02 elementor-widget__width-initial flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-image\" data-id=\"2e75f02\" 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\t\t\t\t\t\t\t\t\t\t<img width=\"960\" height=\"540\" src=\"https:\/\/www.terabee.com\/wp-content\/uploads\/2026\/03\/Untitled-presentation-2.jpg\" class=\"attachment-full size-full wp-image-12610\" alt=\"\" srcset=\"https:\/\/www.terabee.com\/wp-content\/uploads\/2026\/03\/Untitled-presentation-2.jpg 960w, https:\/\/www.terabee.com\/wp-content\/uploads\/2026\/03\/Untitled-presentation-2-300x169.jpg 300w, https:\/\/www.terabee.com\/wp-content\/uploads\/2026\/03\/Untitled-presentation-2-768x432.jpg 768w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/>\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-6317791 elementor-widget__width-initial flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"6317791\" 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<h2 class=\"elementor-heading-title elementor-size-default\"><br>5. Accuracy and Operational Reliability<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5bec41 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"a5bec41\" 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\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p>AI-based systems often report very high accuracy levels under controlled conditions. In real-world environments, performance can vary depending on factors such as lighting conditions, shadows, and layout complexity. <br><br>Optical sensors may require stable lighting or additional illumination to maintain consistent performance. In contrast, non-optical technologies such as Time-of-Flight operate independently of ambient light, which can support more stable results across varying conditions. <br><br><a href=\"https:\/\/www.terabee.com\/fr\/the-accuracy-of-flow-beyond-the-claims\/\"><span style=\"color: #000000;\"><strong>Terabee systems are designed to deliver high accuracy (typically 98%+)<\/strong><\/span><\/a> in <strong>real-world environments<\/strong>, with a focus on consistent performance rather than optimized lab conditions.<\/p>\t\t\t\t\t\t\t<\/div>\r\n\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-1b0145d elementor-widget__width-initial elementor-hidden-widescreen elementor-hidden-desktop elementor-hidden-laptop elementor-hidden-tablet elementor-hidden-mobile flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-image\" data-id=\"1b0145d\" 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\t\t\t\t\t\t\t\t\t\t<img width=\"1408\" height=\"768\" src=\"https:\/\/www.terabee.com\/wp-content\/uploads\/2025\/10\/dashboard-article-pic.jpg\" class=\"attachment-full size-full wp-image-11372\" alt=\"\" srcset=\"https:\/\/www.terabee.com\/wp-content\/uploads\/2025\/10\/dashboard-article-pic.jpg 1408w, https:\/\/www.terabee.com\/wp-content\/uploads\/2025\/10\/dashboard-article-pic-300x164.jpg 300w, https:\/\/www.terabee.com\/wp-content\/uploads\/2025\/10\/dashboard-article-pic-1024x559.jpg 1024w, https:\/\/www.terabee.com\/wp-content\/uploads\/2025\/10\/dashboard-article-pic-768x419.jpg 768w\" sizes=\"(max-width: 1408px) 100vw, 1408px\" \/>\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-c8dbcb3 elementor-widget__width-initial flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"c8dbcb3\" 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<h2 class=\"elementor-heading-title elementor-size-default\"><br>6. Regulatory &amp; Technical References<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e533afb flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"e533afb\" 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\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<ul><li><span style=\"color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/www.terabee.com\/fr\/how-the-eu-ai-act-will-reshape-the-people-counting-market\/\"><strong>EU AI Act (Regulation (EU) 2024\/1689):<\/strong><\/a><\/span> Annex III identifies AI systems used for biometric categorization and emotion recognition as <strong>High-Risk<\/strong>, enhanced data governance, transparency, and oversight depending on their application.<\/li><li><strong>GDPR Article 5(1)(c):<\/strong> Establishes the principle of <strong>data minimization<\/strong>, requiring that personal data processing be limited to what is necessary for the intended purpose. In some implementations, the use of high-resolution visual data for occupancy measurement may require additional justification under this principle. <\/li><li><strong>ENISA (European Union Agency for Cybersecurity):<\/strong> Highlights the \u00ab\u00a0Attack Surface\u00a0\u00bb of IoT devices, noting that compromised edge sensors can lead to the unauthorized extraction of raw data streams.<\/li><li><strong>Standard ISO\/IEC 30141:<\/strong> Emphasizes that privacy is strengthened when data is minimized or anonymized as close to the source as possible, including at the sensor level.<\/li><\/ul>\t\t\t\t\t\t\t<\/div>\r\n\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-e5e3e3d elementor-widget__width-initial flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"e5e3e3d\" 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<h2 class=\"elementor-heading-title elementor-size-default\"><br>Conclusion: Future-Proofing Your Facility<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-94f16df flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"94f16df\" 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\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p><span style=\"text-decoration: underline;\">Choosing a solution is no longer just about accuracy; it is about <strong>Risk Management<\/strong>.<\/span> Organizations must ask: Do we trust an AI to hide the data it sees, or do we use a sensor that is incapable of seeing private data at all?<\/p>\t\t\t\t\t\t\t<\/div>\r\n\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\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-551f2bda elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"551f2bda\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\r\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\"><div class=\"elementor-row\">\r\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-51bd6c5e\" data-id=\"51bd6c5e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e95864a elementor-hidden-widescreen elementor-hidden-desktop elementor-hidden-laptop elementor-hidden-tablet elementor-hidden-mobile flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"e95864a\" 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\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p><strong>T<\/strong><b>he Author:<\/b> Dr. Max Ruffo is a visionary technology leader with over two decades of experience at the forefront of industrial innovation, having pioneered the introduction of 3D printing, civil drones, autonomous mobile robots and LiDAR sensors. Today, Max is dedicated to a long-term mission of building a better world by championing green buildings and net-zero communities. <\/p>\t\t\t\t\t\t\t<\/div>\r\n\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-320e96b8 elementor-widget__width-initial flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-thegem-styledbutton\" data-id=\"320e96b8\" data-element_type=\"widget\" data-settings=\"{&quot;thegem_button_skin&quot;:&quot;outline&quot;,&quot;stretch_full_width&quot;:&quot;yes&quot;}\" data-widget_type=\"thegem-styledbutton.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"gem-button-container gem-widget-button gem-button-position-fullwidth\">\n\n\t\t<a class=\"gem-button gem-button-size-large gem-button-text-weight-bold gem-button-style-outline gem-button-border-4\" href=\"\/contact-us\/\">\n\t\t<span class=\"gem-inner-wrapper-btn\">\n\t\t\t\t\t\t<span class=\"gem-text-button\">\n\t\t\t\tCONTACT TERABEE\t\t\t<\/span>\n\t\t<\/span>\n\t<\/a>\n\n\t\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div><\/div>\r\n\t\t<\/section>\r\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c5b957c elementor-hidden-widescreen elementor-hidden-desktop elementor-hidden-laptop elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c5b957c\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\r\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\"><div class=\"elementor-row\">\r\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bfd3604\" data-id=\"bfd3604\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b8ab7f8 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"b8ab7f8\" 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\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p><strong>T<\/strong><b>he Author:<\/b> Dr. Max Ruffo is a visionary technology leader with over two decades of experience at the forefront of industrial innovation, having pioneered the introduction of 3D printing, civil drones, autonomous mobile robots and LiDAR sensors. Today, Max is dedicated to a long-term mission of building a better world by championing green buildings and net-zero communities. <\/p>\t\t\t\t\t\t\t<\/div>\r\n\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-9004c2e elementor-widget__width-initial flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-thegem-styledbutton\" data-id=\"9004c2e\" data-element_type=\"widget\" data-settings=\"{&quot;thegem_button_skin&quot;:&quot;outline&quot;,&quot;stretch_full_width&quot;:&quot;yes&quot;}\" data-widget_type=\"thegem-styledbutton.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"gem-button-container gem-widget-button gem-button-position-fullwidth\">\n\n\t\t<a class=\"gem-button gem-button-size-large gem-button-text-weight-bold gem-button-style-outline gem-button-border-4\" href=\"\/contact-us\/\">\n\t\t<span class=\"gem-inner-wrapper-btn\">\n\t\t\t\t\t\t<span class=\"gem-text-button\">\n\t\t\t\tCONTACT TERABEE\t\t\t<\/span>\n\t\t<\/span>\n\t<\/a>\n\n\t\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div><\/div>\r\n\t\t<\/section>\r\n\t\t<div class=\"elementor-element elementor-element-e0eb99a thegem-e-con-layout-thegem e-flex e-con-boxed e-con e-parent\" data-id=\"e0eb99a\" data-element_type=\"container\" data-settings=\"{&quot;thegem_container_layout&quot;:&quot;thegem&quot;}\">\r\n\t\t\t\t\t<div class=\"e-con-inner\">\r\n\t\t\t\t<div class=\"elementor-element elementor-element-602fe30 elementor-widget__width-initial elementor-hidden-widescreen elementor-hidden-desktop elementor-hidden-laptop elementor-hidden-tablet elementor-hidden-mobile flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"602fe30\" 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<h2 class=\"elementor-heading-title elementor-size-default\"><br>References and Links<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88a1f4f elementor-hidden-widescreen elementor-hidden-desktop elementor-hidden-laptop elementor-hidden-tablet elementor-hidden-mobile flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"88a1f4f\" 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\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p>If the topic is of interest, I advise diving into some interesting research with these key leaders:<\/p><p><strong>Academic Research on Waste and Behavior<\/strong><\/p><ul><li><strong>(1) Dr. Shahzeen Attari&rsquo;s research:<\/strong> Her work at Indiana University focuses on people&rsquo;s judgments and decisions about climate change and resource use. You can explore her publications and profile at: <br><strong><span style=\"color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/oneill.indiana.edu\/faculty-research\/directory\/profiles\/faculty\/full-time\/attari-shahzeen.html.\">https:\/\/oneill.indiana.edu\/faculty-research\/directory\/profiles\/faculty\/full-time\/attari-shahzeen.html.<\/a><\/span><\/strong><\/li><\/ul><p><strong>Psychological Concepts (Inattentional and Change Blindness)<\/strong><\/p><ul><li><b>(5) Elizabeth Loftus&rsquo;s work:<\/b> Her research on memory, inattentional blindness, and change blindness is foundational to this topic.<ul><li>\u00ab\u00a0Planting misinformation in the human mind: A 30-year investigation of the malleability of memory\u00a0\u00bb (2005): <strong><span style=\"color: #000000;\">https:\/\/pubmed.ncbi.nlm.nih.gov\/16027179\/<\/span><\/strong><\/li><li>\u00ab\u00a0Change blindness and eyewitness testimony\u00a0\u00bb (2010):<br><strong><span style=\"color: #000000;\">https:\/\/psycnet.apa.org\/record\/2010-18400-006<\/span><\/strong><\/li><\/ul><\/li><\/ul><p><b>Industry and Policy Resources<\/b><\/p><ul><li><b>(2) American Council for an Energy-Efficient Economy (ACEEE):<\/b> This non-profit organization provides extensive technical and policy analyses on energy efficiency in buildings. <span style=\"color: #000000;\"><strong>https:\/\/www.aceee.org\/<\/strong><\/span><\/li><li><b>(3) Air Conditioning Contractors of America (ACCA):<\/b> This association provides resources and standards for the HVAC industry. <strong><span style=\"color: #000000;\">https:\/\/www.acca.org\/<\/span><\/strong><\/li><li><b>(4) National Comfort Institute (NCI):<\/b> NCI offers training and resources to HVAC professionals, with a focus on high-performance and energy-efficient systems. <span style=\"color: #000000;\"><strong>https:\/\/www.nationalcomfortinstitute.com\/<\/strong><\/span><\/li><li><b>(6) Commercial Buildings Energy Consumption Survey (CBECS)<\/b> by the U.S. Energy Information Administration (EIA).<br><span style=\"color: #000000;\"><strong>https:\/\/www.eia.gov\/consumption\/commercial\/data\/2018\/<\/strong><\/span><\/li><li><b>(7) Eurostat article \u00ab\u00a0Final energy consumption in services &#8211; detailed statistic<\/b><strong>s\u00a0\u00bb <span style=\"color: #000000;\">https:\/\/ec.europa.eu\/eurostat\/statistics-explained\/index.php?title=Final_energy_consumption_in_services_-_detailed_statistics<\/span><\/strong><\/li><\/ul>\t\t\t\t\t\t\t<\/div>\r\n\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>As the demand for occupancy data and foot-fall analytics grows, a technical divide has emerged in the IoT sector. On one side, many solution providers utilize High-Definition (HD) RGB cameras, often in a dual-lens Stereovision configuration, paired with Artificial Intelligence (AI) to achieve high accuracy. On the other, a \u00ab\u00a0Privacy-by-Design\u00a0\u00bb approach utilizes non-optical sensors and deterministic algorithms.  <\/p>\n","protected":false},"author":4,"featured_media":12356,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27,37,39],"tags":[],"class_list":{"0":"post-12341","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-articles","8":"category-confidentialite","9":"category-technologie"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.7 (Yoast SEO v27.1.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>The Privacy Paradox in People Counting<\/title>\n<meta name=\"description\" content=\"Why RGB-based AI and stereovision may fall short of modern compliance standards, understanding the differences and necessary changes.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.terabee.com\/fr\/the-privacy-paradox-in-people-counting-why-rgb-based-ai-and-stereovision-may-fall-short-of-modern-compliance-standards\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Privacy Paradox in People Counting: Why RGB-Based AI and Stereovision May Fall Short of Modern Compliance Standards\" \/>\n<meta property=\"og:description\" content=\"Why RGB-based AI and stereovision may fall short of modern compliance standards, understanding the differences and necessary changes.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.terabee.com\/fr\/the-privacy-paradox-in-people-counting-why-rgb-based-ai-and-stereovision-may-fall-short-of-modern-compliance-standards\/\" \/>\n<meta property=\"og:site_name\" content=\"Terabee\" \/>\n<meta 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