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	<title>yolo - HaiNH</title>
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		<title>Phát hiện và đọc số container bằng camera</title>
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		<dc:creator><![CDATA[NGUYỄN HOÀNG HẢI]]></dc:creator>
		<pubDate>Fri, 01 Jan 2021 04:33:00 +0000</pubDate>
				<category><![CDATA[Dự án]]></category>
		<category><![CDATA[c#]]></category>
		<category><![CDATA[computer vision]]></category>
		<category><![CDATA[container]]></category>
		<category><![CDATA[dự án]]></category>
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		<category><![CDATA[yolo]]></category>
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					<description><![CDATA[<p>Ứng dụng hệ thống trong việc kiểm soát, ghi chép hành trình vỏ container ra vào kho bãi &#8230; Hệ thống đang được thử nghiệm có độ chính xác 87% nếu để camera tự do, phát hiện thời gian thực và hơn 98% nếu góc ảnh camera được cố định. Một số kết quả khi...</p>
<p>The post <a href="https://hainh.dev/phat-hien-va-doc-so-container-bang-camera/">Phát hiện và đọc số container bằng camera</a> first appeared on <a href="https://hainh.dev">HaiNH</a>.</p>]]></description>
										<content:encoded><![CDATA[<p>Ứng dụng hệ thống trong việc kiểm soát, ghi chép hành trình vỏ container ra vào kho bãi &#8230;</p>



<p>Hệ thống đang được thử nghiệm có độ chính xác 87% nếu để camera tự do, phát hiện thời gian thực và hơn 98% nếu góc ảnh camera được cố định. </p>



<figure class="wp-block-image size-full"><img fetchpriority="high" decoding="async" width="1922" height="1041" data-attachment-id="4081" data-permalink="https://hainh.dev/phat-hien-va-doc-so-container-bang-camera/data-train/" data-orig-file="https://hainh.dev/wp-content/uploads/2022/10/data-train-1.jpg" data-orig-size="1922,1041" data-comments-opened="1" data-image-meta="{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}" data-image-title="data-train" data-image-description="" data-image-caption="" data-medium-file="https://hainh.dev/wp-content/uploads/2022/10/data-train-1-300x162.jpg" data-large-file="https://hainh.dev/wp-content/uploads/2022/10/data-train-1-1024x555.jpg" src="https://hainh.dev/wp-content/uploads/2022/10/data-train-1.jpg" alt="" class="wp-image-4081" srcset="https://hainh.dev/wp-content/uploads/2022/10/data-train-1.jpg 1922w, https://hainh.dev/wp-content/uploads/2022/10/data-train-1-300x162.jpg 300w, https://hainh.dev/wp-content/uploads/2022/10/data-train-1-1024x555.jpg 1024w, https://hainh.dev/wp-content/uploads/2022/10/data-train-1-768x416.jpg 768w, https://hainh.dev/wp-content/uploads/2022/10/data-train-1-1536x832.jpg 1536w" sizes="(max-width: 1922px) 100vw, 1922px" /><figcaption>Data ảnh dùng để huấn luyện, gắn nhãn</figcaption></figure>



<p>Một số kết quả khi thử nghiệm hệ thống</p>



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<figure class="wp-block-image size-full"><img loading="lazy" decoding="async" width="820" height="439" data-attachment-id="4084" data-permalink="https://hainh.dev/phat-hien-va-doc-so-container-bang-camera/z3050125720823_30a4b4f141aa236650e013cd0777539d/" data-orig-file="https://hainh.dev/wp-content/uploads/2022/10/z3050125720823_30a4b4f141aa236650e013cd0777539d-1.jpg" data-orig-size="820,439" data-comments-opened="1" data-image-meta="{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}" data-image-title="z3050125720823_30a4b4f141aa236650e013cd0777539d" data-image-description="" data-image-caption="" data-medium-file="https://hainh.dev/wp-content/uploads/2022/10/z3050125720823_30a4b4f141aa236650e013cd0777539d-1-300x161.jpg" data-large-file="https://hainh.dev/wp-content/uploads/2022/10/z3050125720823_30a4b4f141aa236650e013cd0777539d-1.jpg" src="https://hainh.dev/wp-content/uploads/2022/10/z3050125720823_30a4b4f141aa236650e013cd0777539d-1.jpg" alt="" class="wp-image-4084" srcset="https://hainh.dev/wp-content/uploads/2022/10/z3050125720823_30a4b4f141aa236650e013cd0777539d-1.jpg 820w, https://hainh.dev/wp-content/uploads/2022/10/z3050125720823_30a4b4f141aa236650e013cd0777539d-1-300x161.jpg 300w, https://hainh.dev/wp-content/uploads/2022/10/z3050125720823_30a4b4f141aa236650e013cd0777539d-1-768x411.jpg 768w" sizes="(max-width: 820px) 100vw, 820px" /></figure>



<figure class="wp-block-image size-full"><img loading="lazy" decoding="async" width="1557" height="1093" data-attachment-id="4085" data-permalink="https://hainh.dev/phat-hien-va-doc-so-container-bang-camera/z3050105294787_43710edfc7e7009947e8f87fcebf0eed/" data-orig-file="https://hainh.dev/wp-content/uploads/2022/10/z3050105294787_43710edfc7e7009947e8f87fcebf0eed-1.jpg" data-orig-size="1557,1093" data-comments-opened="1" data-image-meta="{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}" data-image-title="z3050105294787_43710edfc7e7009947e8f87fcebf0eed" data-image-description="" data-image-caption="" data-medium-file="https://hainh.dev/wp-content/uploads/2022/10/z3050105294787_43710edfc7e7009947e8f87fcebf0eed-1-300x211.jpg" data-large-file="https://hainh.dev/wp-content/uploads/2022/10/z3050105294787_43710edfc7e7009947e8f87fcebf0eed-1-1024x719.jpg" src="https://hainh.dev/wp-content/uploads/2022/10/z3050105294787_43710edfc7e7009947e8f87fcebf0eed-1.jpg" alt="" class="wp-image-4085" srcset="https://hainh.dev/wp-content/uploads/2022/10/z3050105294787_43710edfc7e7009947e8f87fcebf0eed-1.jpg 1557w, https://hainh.dev/wp-content/uploads/2022/10/z3050105294787_43710edfc7e7009947e8f87fcebf0eed-1-300x211.jpg 300w, https://hainh.dev/wp-content/uploads/2022/10/z3050105294787_43710edfc7e7009947e8f87fcebf0eed-1-1024x719.jpg 1024w, https://hainh.dev/wp-content/uploads/2022/10/z3050105294787_43710edfc7e7009947e8f87fcebf0eed-1-768x539.jpg 768w, https://hainh.dev/wp-content/uploads/2022/10/z3050105294787_43710edfc7e7009947e8f87fcebf0eed-1-1536x1078.jpg 1536w" sizes="(max-width: 1557px) 100vw, 1557px" /></figure>



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</div></figure><p>The post <a href="https://hainh.dev/phat-hien-va-doc-so-container-bang-camera/">Phát hiện và đọc số container bằng camera</a> first appeared on <a href="https://hainh.dev">HaiNH</a>.</p>]]></content:encoded>
					
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