Redd T. Panda<p>Our <a href="https://unfufadoo.net/tags/image" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>image</span></a> <a href="https://unfufadoo.net/tags/analysis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>analysis</span></a> <a href="https://unfufadoo.net/tags/pipeline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>pipeline</span></a> is ready to go into <a href="https://unfufadoo.net/tags/pruduction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>pruduction</span></a>. </p><p>It combines <a href="https://unfufadoo.net/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> and <a href="https://unfufadoo.net/tags/forensic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>forensic</span></a> techniques to assess authenticity. It first extracts EXIF/XMP <a href="https://unfufadoo.net/tags/metadata" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>metadata</span></a> to detect real camera data forcing a “photograph” classification if present. Then, a CLIP based preprocessor (<a href="https://unfufadoo.net/tags/computervision" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>computervision</span></a>) classifies images into categories: photograph, meme, infographic, comic/cartoons, or text only. </p><p>Custom configurations (<a href="https://unfufadoo.net/tags/development" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>development</span></a>) adjust weights so that, for example, memes/text only images discount AI model influence while forensic tests (ELA, FFT, noise, edge sharpness, text detection) (<a href="https://unfufadoo.net/tags/science" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>science</span></a>, <a href="https://unfufadoo.net/tags/math" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>math</span></a>) quantify artifacts. <a href="https://unfufadoo.net/tags/C2PA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>C2PA</span></a> data is also considered. All evidence is combined to yield a final decision which will be the “confidence percentage” data that will be included in every post moving forward.</p><p><a href="https://unfufadoo.net/tags/ThankYou" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ThankYou</span></a> to everyone who cast a <a href="https://unfufadoo.net/tags/vote" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>vote</span></a></p><p><a href="https://unfufadoo.net/tags/tech" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>tech</span></a> 🚀 <a href="https://unfufadoo.net/tags/mastodon" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>mastodon</span></a> 🐘 <a href="https://unfufadoo.net/tags/community" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>community</span></a> 🤝</p><p><a href="https://unfufadoo.net/tags/image" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>image</span></a>, <a href="https://unfufadoo.net/tags/memes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>memes</span></a>, <a href="https://unfufadoo.net/tags/photos" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>photos</span></a></p>