toad.social

Jupiter Rowland@<a href="https://norden.social/@PalmAndNeedle" rel="nofollow noopener" target="_blank">PalmAndNeedle</a> I know. <a href="https://hub.netzgemeinde.eu/item/db8f9353-e126-49b2-ad06-87c5e1df8d00" rel="nofollow noopener" target="_blank">I have evidence.</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AltText" rel="nofollow noopener" target="_blank">AltText</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AltTextMeta" rel="nofollow noopener" target="_blank">AltTextMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWAltTextMeta" rel="nofollow noopener" target="_blank">CWAltTextMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescription" rel="nofollow noopener" target="_blank">ImageDescription</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptions" rel="nofollow noopener" target="_blank">ImageDescriptions</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptionMeta" rel="nofollow noopener" target="_blank">ImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWImageDescriptionMeta" rel="nofollow noopener" target="_blank">CWImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AI" rel="nofollow noopener" target="_blank">AI</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AIVsHuman" rel="nofollow noopener" target="_blank">AIVsHuman</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=HumanVsAI" rel="nofollow noopener" target="_blank">HumanVsAI</a>

Jupiter RowlandThe requirements for image descriptions especially on Mastodon are constantly rising; CW: long (over 2,000 characters), Fediverse meta, alt-text meta, image description meta

Jupiter Rowland@<a href="https://stefanbohacek.online/@stefan" rel="nofollow noopener" target="_blank">Stefan Bohacek</a> Well, I already do, and I guess you know by now. At least I don't think my image descriptions are "basic". They may be "plain" and not "inspiring", but if "basic" with no drivel in-between already amounts to anything between 25,000 and over 60,000 characters, should I really decorate my image descriptions and inflate them further? #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AltText" rel="nofollow noopener" target="_blank">AltText</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AltTextMeta" rel="nofollow noopener" target="_blank">AltTextMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWAltTextMeta" rel="nofollow noopener" target="_blank">CWAltTextMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescription" rel="nofollow noopener" target="_blank">ImageDescription</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptions" rel="nofollow noopener" target="_blank">ImageDescriptions</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptionMeta" rel="nofollow noopener" target="_blank">ImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWImageDescriptionMeta" rel="nofollow noopener" target="_blank">CWImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AI" rel="nofollow noopener" target="_blank">AI</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AIVsHuman" rel="nofollow noopener" target="_blank">AIVsHuman</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=HumanVsAI" rel="nofollow noopener" target="_blank">HumanVsAI</a>

Jupiter Rowland@<a class="" href="https://hub.netzgemeinde.eu/channel/jupiter_rowland" rel="nofollow noopener" target="_blank">Jupiter Rowland</a> And here is a quote-post of my review of the second image description by LLaVA. <a href="https://hub.netzgemeinde.eu/channel/jupiter_rowland" rel="nofollow noopener" target="_blank"></a><a href="https://hub.netzgemeinde.eu/channel/jupiter_rowland" rel="nofollow noopener" target="_blank">Jupiter Rowland</a> wrote the following <a href="https://hub.netzgemeinde.eu/display/451d2f06-7746-4227-a043-76a959420c29" rel="nofollow noopener" target="_blank">post</a> Sat, 18 May 2024 00:24:46 +0200 It's almost hilarious how clueless the AI was again. And how wrong. First of all, the roof isn't curved in the traditional sense. The end piece kind of is, but the roof behind it is more complex. Granted, unlike me, the AI can't look behind the roof end, so it doesn't know. Next, the roof end isn't reflective. It isn't even glossy. And brushed stainless steel shouldn't really reflect anything. The AI fails to count the columns that hold the roof end, and it claims they're evenly spaced. They're anything but. There are three letters "M" on the emblem, but none of them is stand-alone.There is visible text on the logo that does provide additional context: "Universal Campus", "patefacio radix" and "MMXI". Maybe LLaVA would have been able to decipher at least the former, had I fed it the image at its original resolution of 2100x1400 pixels instead of the one I've uploaded with a resolution of 800x533 pixels. Decide for yourself which was or would have been cheating. "Well-maintained lawn". Ha. The lawn is painted on, and the ground is so bumpy that I wouldn't call it well-maintained. The entrance of the building is visible. In fact, three of the five entrances are. Four if you count the one that can be seen through the glass on the front. And the main entrance is marked with that huge structure around it. The "few scattered clouds" are mostly one large cloud. At least LLaVA is still capable of recognising a digital rendering and tells us how. Just you wait until PBR is out, LLaVA. #<a class="" href="https://hub.netzgemeinde.eu/search?tag=Long" rel="nofollow noopener" target="_blank">Long</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=LongPost" rel="nofollow noopener" target="_blank">LongPost</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWLong" rel="nofollow noopener" target="_blank">CWLong</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWLongPost" rel="nofollow noopener" target="_blank">CWLongPost</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=FediMeta" rel="nofollow noopener" target="_blank">FediMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=FediverseMeta" rel="nofollow noopener" target="_blank">FediverseMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWFediMeta" rel="nofollow noopener" target="_blank">CWFediMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWFediverseMeta" rel="nofollow noopener" target="_blank">CWFediverseMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AltText" rel="nofollow noopener" target="_blank">AltText</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AltTextMeta" rel="nofollow noopener" target="_blank">AltTextMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWAltTextMeta" rel="nofollow noopener" target="_blank">CWAltTextMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescription" rel="nofollow noopener" target="_blank">ImageDescription</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptions" rel="nofollow noopener" target="_blank">ImageDescriptions</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptionMeta" rel="nofollow noopener" target="_blank">ImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWImageDescriptionMeta" rel="nofollow noopener" target="_blank">CWImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AI" rel="nofollow noopener" target="_blank">AI</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=LLaVA" rel="nofollow noopener" target="_blank">LLaVA</a> (3/3) #<a class="" href="https://hub.netzgemeinde.eu/search?tag=Long" rel="nofollow noopener" target="_blank">Long</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=LongPost" rel="nofollow noopener" target="_blank">LongPost</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWLong" rel="nofollow noopener" target="_blank">CWLong</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWLongPost" rel="nofollow noopener" target="_blank">CWLongPost</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=FediMeta" rel="nofollow noopener" target="_blank">FediMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=FediverseMeta" rel="nofollow noopener" target="_blank">FediverseMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWFediMeta" rel="nofollow noopener" target="_blank">CWFediMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWFediverseMeta" rel="nofollow noopener" target="_blank">CWFediverseMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AltText" rel="nofollow noopener" target="_blank">AltText</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AltTextMeta" rel="nofollow noopener" target="_blank">AltTextMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWAltTextMeta" rel="nofollow noopener" target="_blank">CWAltTextMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescription" rel="nofollow noopener" target="_blank">ImageDescription</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptions" rel="nofollow noopener" target="_blank">ImageDescriptions</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptionMeta" rel="nofollow noopener" target="_blank">ImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWImageDescriptionMeta" rel="nofollow noopener" target="_blank">CWImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AI" rel="nofollow noopener" target="_blank">AI</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=LLaVA" rel="nofollow noopener" target="_blank">LLaVA</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AIVsHuman" rel="nofollow noopener" target="_blank">AIVsHuman</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=HumanVsAI" rel="nofollow noopener" target="_blank">HumanVsAI</a>

Jupiter Rowland@<a href="https://tweesecake.social/@weirdwriter" rel="nofollow noopener" target="_blank">Robert Kingett, blind</a> For convenience, here is a quote-post of my review of the first image description by LLaVA. <a href="https://hub.netzgemeinde.eu/channel/jupiter_rowland" rel="nofollow noopener" target="_blank"></a><a href="https://hub.netzgemeinde.eu/channel/jupiter_rowland" rel="nofollow noopener" target="_blank">Jupiter Rowland</a> wrote the following <a href="https://hub.netzgemeinde.eu/display/b64.aHR0cHM6Ly9odWIubmV0emdlbWVpbmRlLmV1L2l0ZW0vZmI4NzdmMWItODM4Yy00N2U0LWE4YjMtNmFlMzMzNzQyOTBi" rel="nofollow noopener" target="_blank">post</a> Tue, 05 Mar 2024 20:28:12 +0100 (This is actually a comment. Find another post further up in this thread.) Now let's pry LLaVA's image description apart, shall we? <blockquote>The image appears to be a 3D rendering or a screenshot from a video game or a virtual environment.</blockquote> Typical for an AI: It starts vague. That's because it isn't really sure what it's looking at. This is not a video game. It's a 3-D virtual world. At least, LLaVA didn't take this for a real-life photograph. <blockquote>It shows a character</blockquote> It's an avatar, not a character. <blockquote>standing on a paved path with a brick-like texture.</blockquote> This is the first time that the AI is accurate without being vague. However, there could be more details to this. <blockquote>The character is facing away from the viewer,</blockquote> And I can and do tell the audience in my own image description why my avatar is facing away from the viewer. Oh, and that it's the avatar of the creator of this picture, namely myself. <blockquote>looking towards a sign or information board on the right side of the image.</blockquote> Nope. Like the AI could see the eyeballs of my avatar from behind. The avatar is actually looking at the cliff in the background. Also, it's clearly an advertising board. <blockquote>The environment is forested with tall trees and a dense canopy, suggesting a natural, possibly park-like setting.</blockquote> If I'm generous, I can let this pass as not exactly wrong. Only that there is no dense canopy, and this is not a park. <blockquote>The lighting is subdued, with shadows cast by the trees, indicating either early morning or late afternoon.</blockquote> Nope again. It's actually late morning. The AI doesn't know because it can't tell that the Sun is in the southeast, and because it has got no idea how tall the trees actually are, what with almost all treetops and half the shadow cast by the avatar being out of frame. <blockquote>The overall atmosphere is calm and serene.</blockquote> In a setting inspired by thrillers from the 1950s and 1960s. You're adorable, LLaVA. Then again, it was quiet because there was no other avatar present. There's a whole lot in this image that LLaVA didn't mention at all. First of all, the most blatant shortcomings. First of all, the colours. Or the lack of them. LLaVA doesn't say with a single world that everything is monochrome. What it's even less aware of is that the motive itself is monochrome, i.e. this whole virtual place is actually monochrome, and the avatar is monochrome, too. Next, what does my avatar look like? Gender? Skin? Hair? Clothes? Then there's that thing on the right. LLaVA doesn't even mention that this thing is there. It doesn't mention the sign to the left, it doesn't mention the cliff at the end of the path, it doesn't mention the mountains in the background, and it's unaware of both the bit of sky near the top edge and the large building hidden behind the trees. And it does not transcribe even one single bit of text in this image. And now for what I think should really be in the description, but what no AI will ever be able to describe from looking at an image like this one. A good image description should mention where an image was taken. AIs can currently only tell that when they're fed famous landmarks. AI won't be able to tell from looking at this image that it was taken at the central crossroads at Black White Castle, a sim in the OpenSim-based Pangea Grid anytime soon. And I'm not even talking about explaining OpenSim, grids and all that to people who don't know what it is. Speaking of which, the object to the right. LLaVA completely ignores it. However, it should be able to not only correctly identify it as an OpenSimWorld beacon, but also describe what it looks like and explain to the reader what an OpenSimWorld beacon is, what OpenSimWorld is etc. because it should know that this can not be expected to be common knowledge. My own description does that in round about 5,000 characters. And LLaVA should transcribe what's written on the touch screen which it should correctly identify as a touch screen. It should also mention the sign on the left and transcribe what's written on it. In fact, all text anywhere within the borders of the picture should be transcribed 100% verbatim. Since there's no rule against transcribing text that's so small that it's illegible or that's so tiny that it's practically invisible or that's partially obscured or partially out of frame, a good AI should be capable of transcribing such text 100% verbatim in its entirety as well. Unless text is too small for me to read in-world, I can and do that. And how about not only knowing that the advertising board is an advertising board, but also mentioning and describing what's on it? Technically speaking, there's actually a lot of text on that board, and in order to transcribe it, its context needs to be described. That is, I must admit I was sloppy myself and omitted a whole lot of transcriptions in my own description. Still, AI has a very very long way to go. And it will never fully get there. #<a class="" href="https://hub.netzgemeinde.eu/search?tag=Long" rel="nofollow noopener" target="_blank">Long</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=LongPost" rel="nofollow noopener" target="_blank">LongPost</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWLong" rel="nofollow noopener" target="_blank">CWLong</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWLongPost" rel="nofollow noopener" target="_blank">CWLongPost</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AltText" rel="nofollow noopener" target="_blank">AltText</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescription" rel="nofollow noopener" target="_blank">ImageDescription</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptions" rel="nofollow noopener" target="_blank">ImageDescriptions</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptionMeta" rel="nofollow noopener" target="_blank">ImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWImageDescriptionMeta" rel="nofollow noopener" target="_blank">CWImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AI" rel="nofollow noopener" target="_blank">AI</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=LLaVA" rel="nofollow noopener" target="_blank">LLaVA</a> (2/3) #<a class="" href="https://hub.netzgemeinde.eu/search?tag=Long" rel="nofollow noopener" target="_blank">Long</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=LongPost" rel="nofollow noopener" target="_blank">LongPost</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWLong" rel="nofollow noopener" target="_blank">CWLong</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWLongPost" rel="nofollow noopener" target="_blank">CWLongPost</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=FediMeta" rel="nofollow noopener" target="_blank">FediMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=FediverseMeta" rel="nofollow noopener" target="_blank">FediverseMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWFediMeta" rel="nofollow noopener" target="_blank">CWFediMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWFediverseMeta" rel="nofollow noopener" target="_blank">CWFediverseMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AltText" rel="nofollow noopener" target="_blank">AltText</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AltTextMeta" rel="nofollow noopener" target="_blank">AltTextMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWAltTextMeta" rel="nofollow noopener" target="_blank">CWAltTextMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescription" rel="nofollow noopener" target="_blank">ImageDescription</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptions" rel="nofollow noopener" target="_blank">ImageDescriptions</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptionMeta" rel="nofollow noopener" target="_blank">ImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWImageDescriptionMeta" rel="nofollow noopener" target="_blank">CWImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AI" rel="nofollow noopener" target="_blank">AI</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=LLaVA" rel="nofollow noopener" target="_blank">LLaVA</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AIVsHuman" rel="nofollow noopener" target="_blank">AIVsHuman</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=HumanVsAI" rel="nofollow noopener" target="_blank">HumanVsAI</a>

Jupiter Rowland@<a href="https://tweesecake.social/@weirdwriter" rel="nofollow noopener" target="_blank">Robert Kingett, blind</a> I might be an extremely rare exception, and I probably am. But I seem to be one of the very few human image describers who beat any AI out there not only in accuracy, but also in level of details and informativity. Granted, that's easy to do for me. For one, the AI only has the image whereas I can examine the real deal from up close. Besides, describing and explaining my images accurately require extreme niche knowledge, sometimes up-to-date by mere days. No AI has this knowledge. Oh, and by the way, I have actually let LLaVA describe two of my images which I had manually described first. I've posted the AI description separately and then reviewed it. First image: <ul><li><a href="https://hub.netzgemeinde.eu/item/136f021c-06cb-4e38-abe6-2bf37fd521d8" rel="nofollow noopener" target="_blank">My original post</a>, incl. short visual description in alt-text (382 characters of description, 920 characters altogether) and full and detailed description in the post (25,271 characters)</li><li><a href="https://hub.netzgemeinde.eu/item/db8f9353-e126-49b2-ad06-87c5e1df8d00" rel="nofollow noopener" target="_blank">The image posted again</a>, incl. my own short visual description in alt-text (382 characters of description, 1,064 characters altogether), my own full and detailed description in the post (still 25,271 characters) and a description generated by LLaVA (558 characters).</li><li>In the same thread as the link above, <a href="https://hub.netzgemeinde.eu/display/b64.aHR0cHM6Ly9odWIubmV0emdlbWVpbmRlLmV1L2l0ZW0vZmI4NzdmMWItODM4Yy00N2U0LWE4YjMtNmFlMzMzNzQyOTBi" rel="nofollow noopener" target="_blank">my detailed review of LLaVA's description</a>, pointing out the mistakes it has made</li></ul> Second image: <ul><li><a href="https://hub.netzgemeinde.eu/item/f8ac991d-b64b-4290-be69-28feb51ba2a7" rel="nofollow noopener" target="_blank">My original post</a>, incl. short visual description in the alt-text (1,402 characters of description, 1,500 characters altogether) and full detailed description in the post (60,553 characters)</li><li>In the same thread as the link above, <a href="https://hub.netzgemeinde.eu/display/69317442-c4b7-4dc2-beed-38438abfc50a" rel="nofollow noopener" target="_blank">detailed description of the same image generated by LLaVA</a> (1,120 characters)</li><li>In the same thread as the two links above, <a href="https://hub.netzgemeinde.eu/display/451d2f06-7746-4227-a043-76a959420c29" rel="nofollow noopener" target="_blank">my detailed review of LLaVA's description</a>, pointing out the mistakes it has made</li></ul> I guess it should be clear that no AI can do in 30 seconds what took me up to two days. (1/3) #<a class="" href="https://hub.netzgemeinde.eu/search?tag=Long" rel="nofollow noopener" target="_blank">Long</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=LongPost" rel="nofollow noopener" target="_blank">LongPost</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWLong" rel="nofollow noopener" target="_blank">CWLong</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWLongPost" rel="nofollow noopener" target="_blank">CWLongPost</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=FediMeta" rel="nofollow noopener" target="_blank">FediMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=FediverseMeta" rel="nofollow noopener" target="_blank">FediverseMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWFediMeta" rel="nofollow noopener" target="_blank">CWFediMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWFediverseMeta" rel="nofollow noopener" target="_blank">CWFediverseMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AltText" rel="nofollow noopener" target="_blank">AltText</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AltTextMeta" rel="nofollow noopener" target="_blank">AltTextMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWAltTextMeta" rel="nofollow noopener" target="_blank">CWAltTextMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescription" rel="nofollow noopener" target="_blank">ImageDescription</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptions" rel="nofollow noopener" target="_blank">ImageDescriptions</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=ImageDescriptionMeta" rel="nofollow noopener" target="_blank">ImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=CWImageDescriptionMeta" rel="nofollow noopener" target="_blank">CWImageDescriptionMeta</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AI" rel="nofollow noopener" target="_blank">AI</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=LLaVA" rel="nofollow noopener" target="_blank">LLaVA</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=AIVsHuman" rel="nofollow noopener" target="_blank">AIVsHuman</a> #<a class="" href="https://hub.netzgemeinde.eu/search?tag=HumanVsAI" rel="nofollow noopener" target="_blank">HumanVsAI</a>

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