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		<title>Custom AI Edge Computing Camera Module for Real-Time Object Detection &#038; Labeling – Faces, Vehicles &#038; Objects</title>
		<link>https://joyllon.com/custom-ai-edge-computing-camera-module-for-real-time-object-detection-labeling-faces-vehicles-objects/</link>
		
		<dc:creator><![CDATA[Camera Module Manufacturer]]></dc:creator>
		<pubDate>Sat, 09 May 2026 09:12:26 +0000</pubDate>
				<category><![CDATA[AI Camera Module]]></category>
		<category><![CDATA[China Factory Manufacturer]]></category>
		<category><![CDATA[3 TOPS front-end algorithm]]></category>
		<category><![CDATA[AI camera module]]></category>
		<category><![CDATA[AI edge computing camera module]]></category>
		<category><![CDATA[area intrusion detection]]></category>
		<category><![CDATA[blind spot detection BSD]]></category>
		<category><![CDATA[custom AI models]]></category>
		<category><![CDATA[driver monitoring DMS]]></category>
		<category><![CDATA[face vehicle object recognition]]></category>
		<category><![CDATA[H.265 video compression]]></category>
		<category><![CDATA[intelligent billiards tracking system]]></category>
		<category><![CDATA[ONVIF RTSP RTMP GB28181]]></category>
		<category><![CDATA[real-time object detection]]></category>
		<category><![CDATA[safety helmet detection]]></category>
		<category><![CDATA[smoking detection]]></category>
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					<description><![CDATA[<p>Custom AI Edge Computing Camera Module for Real-Time Object Detection &#38; Labeling – Faces, Vehicles &#38; Objects Product Features Product Overview The&#160;JUA-iVera 5802&#160;is an AI vision algorithm camera module that integrates artificial intelligence vision algorithms directly with camera hardware. This all-in-one module performs autonomous image processing and visual recognition without human intervention. Leveraging advanced technologies ... <a title="Custom AI Edge Computing Camera Module for Real-Time Object Detection &#38; Labeling – Faces, Vehicles &#38; Objects" class="read-more" href="https://joyllon.com/custom-ai-edge-computing-camera-module-for-real-time-object-detection-labeling-faces-vehicles-objects/" aria-label="Read more about Custom AI Edge Computing Camera Module for Real-Time Object Detection &#38; Labeling – Faces, Vehicles &#38; Objects">Read more</a></p>
<p>The post <a href="https://joyllon.com/custom-ai-edge-computing-camera-module-for-real-time-object-detection-labeling-faces-vehicles-objects/">Custom AI Edge Computing Camera Module for Real-Time Object Detection &amp; Labeling – Faces, Vehicles &amp; Objects</a> appeared first on <a href="https://joyllon.com">AI Camera Module China Manufacturer Factory</a>.</p>
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										<content:encoded><![CDATA[<p class="wp-block-paragraph"><strong>Custom AI Edge Computing Camera Module for Real-Time Object Detection &amp; Labeling – Faces, Vehicles &amp; Objects</strong></p>
<p class="wp-block-paragraph"><strong>Product Features</strong></p>
<ol start="1" class="wp-block-list">
<li><strong>Front-End Algorithm:</strong> Delivers 3 TOPS of computing power and integrates multiple algorithms to ensure high real-time detection performance.</li>
<li><strong>Adaptable CMOS for Multiple Resolutions:</strong> Supports 1080P, 4MP, 5MP, and 8MP.</li>
<li><strong>Digital Wide Dynamic Range (WDR) &amp; Backlight Suppression</strong></li>
<li><strong>Real-Time Image Transmission:</strong> Supports H.264 and H.265 compression for smoother, higher-quality video streaming.</li>
<li><strong>Wired Ethernet Port</strong> for real-time image transmission over wired networks.</li>
<li><strong>Video Stream Protocols:</strong> Compliant with universal standards including ONVIF, RTSP, RTMP, HTTP, and GB28181.</li>
<li><strong>Optional Wireless Connectivity:</strong> Supports Wi-Fi and 4G.</li>
<li><strong>Custom Algorithm Support:</strong> Allows integration of user-defined algorithm models.</li>
</ol>
<figure class="wp-block-image size-full"><img fetchpriority="high" decoding="async" width="501" height="485" src="https://joyllon.com/wp-content/uploads/2026/05/Custom-Applications-AI-Edge-Computing-Real-time-Object-Detection-Labeling-Camera-Module-for-Faces-Vehicles-Objects.jpg" alt="AI Camera Module Development, WiFi Camera, IP Camera," class="wp-image-35" srcset="https://joyllon.com/wp-content/uploads/2026/05/Custom-Applications-AI-Edge-Computing-Real-time-Object-Detection-Labeling-Camera-Module-for-Faces-Vehicles-Objects.jpg 501w, https://joyllon.com/wp-content/uploads/2026/05/Custom-Applications-AI-Edge-Computing-Real-time-Object-Detection-Labeling-Camera-Module-for-Faces-Vehicles-Objects-300x290.jpg 300w" sizes="(max-width: 501px) 100vw, 501px" /><figcaption class="wp-element-caption">AI Camera Module Development, WiFi Camera, IP Camera,</figcaption></figure>
<p class="wp-block-paragraph"><strong>Product Overview</strong></p>
<p class="wp-block-paragraph">The&nbsp;<strong>JUA-iVera 5802</strong>&nbsp;is an AI vision algorithm camera module that integrates artificial intelligence vision algorithms directly with camera hardware. This all-in-one module performs autonomous image processing and visual recognition without human intervention. Leveraging advanced technologies such as deep learning and convolutional neural networks (CNNs), it automatically detects and identifies target objects or features within images with high accuracy. The module supports a wide range of applications, including face recognition, vehicle recognition, and general object recognition.</p>
<p class="wp-block-paragraph"><strong>Application Scenarios</strong></p>
<ul class="wp-block-list">
<li><strong>Driver Status Monitoring (DMS):</strong> Monitors driver attention in real time to detect fatigue or distraction, providing timely alerts to prevent accidents and enhance driving safety.</li>
<li><strong>Intelligent Billiards Training &amp; Competition Analysis Software:</strong> Uses advanced computer vision and deep learning to perform real-time, frame-by-frame tracking of balls, cues, and player movements. Achieves sub-pixel accuracy in trajectory analysis and action recognition, enabling comprehensive game data capture without sensor interference.</li>
<li><strong>Blind Spot Detection (BSD):</strong> Detects vehicles, cyclists, or pedestrians in hard-to-see areas, delivering reliable warnings during lane changes to reduce collision risks.</li>
<li><strong>Safety Helmet Detection:</strong> Automatically identifies whether personnel in monitored zones are wearing safety helmets, ensuring compliance and preventing workplace injuries.</li>
<li><strong>Smoking Detection:</strong> Automatically detects smoking in restricted areas and provides real-time alerts to support safety and hygiene compliance.</li>
<li><strong>Area Entry/Exit Detection:</strong> Monitors designated zones for unauthorized entry or exit, issuing instant alerts for enhanced security and access control.</li>
</ul>
<p class="wp-block-paragraph">Algorithm Support: Supports user-customized algorithm models.</p>
<figure class="wp-block-table">
<table class="has-fixed-layout">
<tbody>
<tr>
<td>Category</td>
<td>Parameter</td>
<td>Specifications / Details</td>
</tr>
<tr>
<td rowspan="3">Visible Light</td>
<td>Resolution</td>
<td>1920X1080 / 2560&#215;1920 / 2560&#215;1440 / 3840&#215;2160</td>
</tr>
<tr>
<td>Sensor</td>
<td>GC2053 / IMX327 / IMX335 / IMX415</td>
</tr>
<tr>
<td>Focal Length</td>
<td>2.8mm / 3.6mm / 6.0mm</td>
</tr>
<tr>
<td rowspan="2">Media</td>
<td>Video Encoding</td>
<td>3840&#215;2160 / 2560&#215;1440 / 1920&#215;1080 / 1280&#215;720 / 640&#215;480 @30fps</td>
</tr>
<tr>
<td>Audio Encoding</td>
<td>G711A 16KHz</td>
</tr>
<tr>
<td rowspan="2">Network</td>
<td>Network Protocols</td>
<td>ICMP, TCP, UDP, RTP, RTSP, DHCP, ONVIF, GB28181, RTMP, HTTP, NTP, FTP</td>
</tr>
<tr>
<td>Video Compression</td>
<td>H.264 / H.265</td>
</tr>
<tr>
<td rowspan="2">Functions</td>
<td>Video Surveillance</td>
<td>Supports built-in SD card recording (maximum capacity)</td>
</tr>
<tr>
<td>Smart Algorithms</td>
<td>Face recognition, pedestrian detection, vehicle detection, safety helmet detection, smoking detection, etc. (Supports algorithm<br />customization)</td>
</tr>
<tr>
<td rowspan="5">Interfaces</td>
<td>Ethernet Port</td>
<td>10M/100M adaptive RJ45 Ethernet interface</td>
</tr>
<tr>
<td>Serial Port</td>
<td>RS485 / RS232</td>
</tr>
<tr>
<td>Video Output</td>
<td>WiFi / Wired Network / USB / AHD (expandable)</td>
</tr>
<tr>
<td>Audio Output</td>
<td>LINE OUT</td>
</tr>
<tr>
<td>USB 2.0</td>
<td>Expandable for peripheral functions</td>
</tr>
<tr>
<td rowspan="2">General Specs</td>
<td>Operating Environment</td>
<td>-20°C to +70°C; Humidity ≤95% (non-condensing)</td>
</tr>
<tr>
<td>Input Voltage</td>
<td>DC12V 2A, PoE (optional)</td>
</tr>
</tbody>
</table>
</figure>
<pre class="wp-block-preformatted"><br>AI edge computing camera module, real-time object detection, face vehicle object recognition, 3 TOPS front-end algorithm, H.265 video compression, ONVIF RTSP RTMP GB28181, custom AI models, driver monitoring DMS, blind spot detection BSD, safety helmet detection, smoking detection, area intrusion detection, intelligent billiards tracking system, WiFi 4G camera module</pre>
<figure class="wp-block-image size-full"><img decoding="async" width="746" height="420" src="https://joyllon.com/wp-content/uploads/2026/05/AI-Module-for-Camera-Module-China-Manufacturer.jpg" alt="" class="wp-image-36" srcset="https://joyllon.com/wp-content/uploads/2026/05/AI-Module-for-Camera-Module-China-Manufacturer.jpg 746w, https://joyllon.com/wp-content/uploads/2026/05/AI-Module-for-Camera-Module-China-Manufacturer-600x338.jpg 600w, https://joyllon.com/wp-content/uploads/2026/05/AI-Module-for-Camera-Module-China-Manufacturer-300x169.jpg 300w" sizes="(max-width: 746px) 100vw, 746px" /></figure>
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<p><figure id="attachment_221" aria-describedby="caption-attachment-221" style="width: 844px" class="wp-caption alignnone"><img decoding="async" class="size-full wp-image-221" src="https://joyllon.com/wp-content/uploads/2026/05/8MP-4K-USB-UVC-Camera-Module-58-220-Lens-IMX678-IMX415-IMX334-IMX219-IMX179-CMOS-Sensors-Plug-Play-Multi-OS-Machine.jpg" alt="Camera Module China Manufacturer Factory, Global Shutter Camera Module, Auto Focus Camera Module, Raspberry Pi Camera Module," width="854" height="833" srcset="https://joyllon.com/wp-content/uploads/2026/05/8MP-4K-USB-UVC-Camera-Module-58-220-Lens-IMX678-IMX415-IMX334-IMX219-IMX179-CMOS-Sensors-Plug-Play-Multi-OS-Machine.jpg 854w, https://joyllon.com/wp-content/uploads/2026/05/8MP-4K-USB-UVC-Camera-Module-58-220-Lens-IMX678-IMX415-IMX334-IMX219-IMX179-CMOS-Sensors-Plug-Play-Multi-OS-Machine-600x585.jpg 600w, https://joyllon.com/wp-content/uploads/2026/05/8MP-4K-USB-UVC-Camera-Module-58-220-Lens-IMX678-IMX415-IMX334-IMX219-IMX179-CMOS-Sensors-Plug-Play-Multi-OS-Machine-300x293.jpg 300w, https://joyllon.com/wp-content/uploads/2026/05/8MP-4K-USB-UVC-Camera-Module-58-220-Lens-IMX678-IMX415-IMX334-IMX219-IMX179-CMOS-Sensors-Plug-Play-Multi-OS-Machine-768x749.jpg 768w" sizes="(max-width: 854px) 100vw, 854px" /><figcaption id="caption-attachment-221" class="wp-caption-text">Robotics Camera Module, MIPI Camera Module, Endoscope Camera Module, IR Cut Camera Module,</figcaption></figure></p>
<p>&nbsp;</p>
<p><figure id="attachment_407" aria-describedby="caption-attachment-407" style="width: 966px" class="wp-caption alignnone"><img loading="lazy" decoding="async" class="size-full wp-image-407" src="https://joyllon.com/wp-content/uploads/2026/06/Camera-Module-Custom-Service-Proceedure-Customized-Camera-Module-PCBA-Board.png" alt="Customized Service for all kinds of camera module Global Shutter Camera Module, Auto Focus Camera Module, Raspberry Pi Camera Module, Robotics Camera Module, MIPI Camera Module, Endoscope Camera Module, IR Cut Camera Module, HDR Camera Module, 13MP Camera Module, USB3.0 Camera Module, Dual Lens Camera Module" width="976" height="1372" srcset="https://joyllon.com/wp-content/uploads/2026/06/Camera-Module-Custom-Service-Proceedure-Customized-Camera-Module-PCBA-Board.png 976w, https://joyllon.com/wp-content/uploads/2026/06/Camera-Module-Custom-Service-Proceedure-Customized-Camera-Module-PCBA-Board-600x843.png 600w, https://joyllon.com/wp-content/uploads/2026/06/Camera-Module-Custom-Service-Proceedure-Customized-Camera-Module-PCBA-Board-213x300.png 213w, https://joyllon.com/wp-content/uploads/2026/06/Camera-Module-Custom-Service-Proceedure-Customized-Camera-Module-PCBA-Board-728x1024.png 728w, https://joyllon.com/wp-content/uploads/2026/06/Camera-Module-Custom-Service-Proceedure-Customized-Camera-Module-PCBA-Board-768x1080.png 768w, https://joyllon.com/wp-content/uploads/2026/06/Camera-Module-Custom-Service-Proceedure-Customized-Camera-Module-PCBA-Board-427x600.png 427w, https://joyllon.com/wp-content/uploads/2026/06/Camera-Module-Custom-Service-Proceedure-Customized-Camera-Module-PCBA-Board-114x160.png 114w" sizes="auto, (max-width: 976px) 100vw, 976px" /><figcaption id="caption-attachment-407" class="wp-caption-text">Customized Service for all kinds of camera module Global Shutter Camera Module, Auto Focus Camera Module, Raspberry Pi Camera Module, Robotics Camera Module, MIPI Camera Module, Endoscope Camera Module, IR Cut Camera Module, HDR Camera Module, 13MP Camera Module, USB3.0 Camera Module, Dual Lens Camera Module</figcaption></figure></p>
<p>&nbsp;</p>
<p>The post <a href="https://joyllon.com/custom-ai-edge-computing-camera-module-for-real-time-object-detection-labeling-faces-vehicles-objects/">Custom AI Edge Computing Camera Module for Real-Time Object Detection &amp; Labeling – Faces, Vehicles &amp; Objects</a> appeared first on <a href="https://joyllon.com">AI Camera Module China Manufacturer Factory</a>.</p>
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