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AI just broke through a major bottleneck in coin analysis
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<p>[QUOTE="Dansco_Dude, post: 25678098, member: 147679"]My <a href="https://www.cointalk.com/posts/25497234/" class="internalLink ProxyLink" data-proxy-href="https://www.cointalk.com/posts/25497234/">work</a> on AI coin analysis and grading has me closely following advancements in AI models, and the industry is evolving rapidly.</p><p><br /></p><p>Previously, AI could only analyze static images of coins, which severely limited accuracy.</p><p><br /></p><p><img src="https://us.v-cdn.net/6027503/uploads/editor/s5/hvveoi33shfk.png" class="bbCodeImage wysiwygImage" alt="" unselectable="on" /></p><p><br /></p><p>Collectors know the importance of viewing coins from multiple angles and lighting. Well...Google’s just updated <a href="https://deepmind.google/technologies/gemini/pro/" target="_blank" class="externalLink ProxyLink" data-proxy-href="https://deepmind.google/technologies/gemini/pro/" rel="nofollow">Gemini 1.5 Pro</a> to support video uploads. It can now analyze thousands of frames instead of just a few images. This is a game-changer.</p><p><br /></p><p>I recorded a short <a href="https://vimeo.com/1017374362" target="_blank" class="externalLink ProxyLink" data-proxy-href="https://vimeo.com/1017374362" rel="nofollow">video</a> to check whether it would even return coherent results. I ran a quick test on a slabbed 1925 Lincoln Cent. The AI accurately identified the coin, though the grade was slightly off. That's okay, though. If I had used a high-resolution camera, set up better lighting, conducted additional tests to determine the optimal video length, and fine-tuned the model, I bet I would have gotten an accurate grade.</p><p><br /></p><p>That's not to mention that OpenAI just released the best AI model in the market, the <a href="https://openai.com/o1/" target="_blank" class="externalLink ProxyLink" data-proxy-href="https://openai.com/o1/" rel="nofollow">o1 model</a>, which now has PhD level intelligence and reasoning. That model can't take video inputs yet, but I'm excited to test it out when it does.</p><p><br /></p><p><b>In short, AI can now mimic the conditions of a human grader.</b>[/QUOTE]</p><p><br /></p>
[QUOTE="Dansco_Dude, post: 25678098, member: 147679"]My [URL='https://www.cointalk.com/posts/25497234/']work[/URL] on AI coin analysis and grading has me closely following advancements in AI models, and the industry is evolving rapidly. Previously, AI could only analyze static images of coins, which severely limited accuracy. [IMG]https://us.v-cdn.net/6027503/uploads/editor/s5/hvveoi33shfk.png[/IMG] Collectors know the importance of viewing coins from multiple angles and lighting. Well...Google’s just updated [URL='https://deepmind.google/technologies/gemini/pro/']Gemini 1.5 Pro[/URL] to support video uploads. It can now analyze thousands of frames instead of just a few images. This is a game-changer. I recorded a short [URL='https://vimeo.com/1017374362']video[/URL] to check whether it would even return coherent results. I ran a quick test on a slabbed 1925 Lincoln Cent. The AI accurately identified the coin, though the grade was slightly off. That's okay, though. If I had used a high-resolution camera, set up better lighting, conducted additional tests to determine the optimal video length, and fine-tuned the model, I bet I would have gotten an accurate grade. That's not to mention that OpenAI just released the best AI model in the market, the [URL='https://openai.com/o1/']o1 model[/URL], which now has PhD level intelligence and reasoning. That model can't take video inputs yet, but I'm excited to test it out when it does. [B]In short, AI can now mimic the conditions of a human grader.[/B][/QUOTE]
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