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Chinese team develops intelligent vision sensor that turns light signals into AI-ready tokens, reducing use of energy - Global Times

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]]>https://citiverse.it/topic/22d458db-3ed0-4df5-a48e-dc23885eee73/lighttok-generates-tokens-that-can-be-directly-fed-into-a-transformer-encoder-for-image-recognition-on-the-sensor-itselfRSS for NodeSun, 23 Aug 2026 16:31:38 GMTSat, 22 Aug 2026 03:32:18 GMT60<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 22:41:12 GMT]]>Lol wait time out - did you not mean to make a don quixote joke there? I thought it was a pretty clever counterpart to the whole "sisyphean task" thing so I figured it was safe to borrow from the work, casting myself as the ploughman and you as Quixote... sorta an evening of the tragic comedy, as it were.

]]>https://citiverse.it/post/https://lemmy.world/comment/25435212https://citiverse.it/post/https://lemmy.world/comment/25435212Sat, 22 Aug 2026 22:41:12 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 22:33:48 GMT]]>Thank you, I am glad you know what self-reflection is even if you don't practice it. Cheers!

]]>https://citiverse.it/post/https://lemmy.world/comment/25435102https://citiverse.it/post/https://lemmy.world/comment/25435102Sat, 22 Aug 2026 22:33:48 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 22:28:47 GMT]]>oh no, I made the bot glitch, ah well was fun while it lasted

]]>https://citiverse.it/post/https://lemmy.ml/comment/27395167https://citiverse.it/post/https://lemmy.ml/comment/27395167Sat, 22 Aug 2026 22:28:47 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 22:28:26 GMT]]>good of you to have this level of introspection

]]>https://citiverse.it/post/https://lemmy.ml/comment/27395160https://citiverse.it/post/https://lemmy.ml/comment/27395160Sat, 22 Aug 2026 22:28:26 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 22:25:41 GMT]]>Oh, I'm far to timid to slay dragons, m'lord - I leave that to you and your proud steed! And with your stout lance in hand, once again I bid you good luck in your quest. I myself, why, I'm content with my lot. No hero, me - not like yourself. No, I'll content myself with dunking on you repeatedly, to the point that it's starting to get embarrassing.

]]>https://citiverse.it/post/https://lemmy.world/comment/25434962https://citiverse.it/post/https://lemmy.world/comment/25434962Sat, 22 Aug 2026 22:25:41 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 22:20:52 GMT]]>Confirmed: Continues to act like an idiot

]]>https://citiverse.it/post/https://lemmy.world/comment/25434921https://citiverse.it/post/https://lemmy.world/comment/25434921Sat, 22 Aug 2026 22:20:52 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 22:17:47 GMT]]>I love how you just keep tilting there.

]]>https://citiverse.it/post/https://lemmy.ml/comment/27394994https://citiverse.it/post/https://lemmy.ml/comment/27394994Sat, 22 Aug 2026 22:17:47 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 22:19:40 GMT]]>Such harsh sentiments you fling... But, look here; watch the arc they describe, can you see it? Yes, it's clear - they've begun to fall flatly, what sting they once had now rounded and dull. And observe, where they lay exhausted? Their vitriol is spent from long overuse! Oh, if only your rhetorical broadsides had some variation, then these poor little sentiments might be afforded some rest... but, ah, it is not to be. Truly, you can stand tall amongst your peers, proud in the knowledge that such a mercy is beyond your care, even perhaps your capacity, to grant. Thus the sentiments line up again, belabored on all sides by your marshals as they shamble, fated to attend again and again their sisyphean taskmaster.

]]>https://citiverse.it/post/https://lemmy.world/comment/25434832https://citiverse.it/post/https://lemmy.world/comment/25434832Sat, 22 Aug 2026 22:19:40 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 21:14:27 GMT]]>gotta love it when reddit.world start leaking all at once

]]>https://citiverse.it/post/https://lemmy.ml/comment/27394132https://citiverse.it/post/https://lemmy.ml/comment/27394132Sat, 22 Aug 2026 21:14:27 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 21:14:03 GMT]]>Your dedication to the clown act is truly admirable.

]]>https://citiverse.it/post/https://lemmy.ml/comment/27394127https://citiverse.it/post/https://lemmy.ml/comment/27394127Sat, 22 Aug 2026 21:14:03 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 20:44:08 GMT]]>ALERT: Someone acting like an idiot

]]>https://citiverse.it/post/https://lemmy.world/comment/25433603https://citiverse.it/post/https://lemmy.world/comment/25433603Sat, 22 Aug 2026 20:44:08 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 20:35:22 GMT]]>Yes, DK can be a deeply odd thing to have pointed out - god knows I've struggled with it in my own field. But I'm glad to see you've taken my advice to heart! I also appreciate you giving me the link, but I did already read it; when I've been saying things like "I really recommend you read the source paper" and "Maybe go give the actual paper a read?", the "paper" I've been referring to has indeed been that paper. The paper published in nature. The paper chosen specially to kill Kuzco. Kuzco's paper.

]]>https://citiverse.it/post/https://lemmy.world/comment/25433103https://citiverse.it/post/https://lemmy.world/comment/25433103Sat, 22 Aug 2026 20:35:22 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 20:01:03 GMT]]>Thank you for your dedication to providing such an excellent illustration of the Dunning-Kruger effect. If you'd like to actually learn about the subject then go read the paper, perhaps even you have the capacity to learn. Although, given this discussion I have doubts. https://www.nature.com/articles/s44460-026-00122-3

]]>https://citiverse.it/post/https://lemmy.ml/comment/27393021https://citiverse.it/post/https://lemmy.ml/comment/27393021Sat, 22 Aug 2026 20:01:03 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 19:50:32 GMT]]>I like a good pointless slapfight as much as the next lemming, but I suspect the mods don't share my enthusiasm. And while I sincerely appreciate your bold confidence, you should reign it in a little - it's a pitiful hope to cling to that I'd do this to win your respect, or really for any other reason besides a sincere interest in the subject matter (which you've made clear we do not share) and an admitted curiosity about why you've started this with such open hostility.

Sincerely, if you'd like to know more about this subject I'd be happy to discuss it! It's really a very interesting developing field of study, if you enjoy that sort of intellectual diversion. ANN-first design, while obviously open to exploitation by the douchebag class, has had some very promising results slip through the cracks of unrepentant capitalism.

]]>https://citiverse.it/post/https://lemmy.world/comment/25432831https://citiverse.it/post/https://lemmy.world/comment/25432831Sat, 22 Aug 2026 19:50:32 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 19:20:50 GMT]]>Awww, it's adorable that you think you made good points. And being actually informed is precisely how I can spot trolls like you. Not really sure why you keep replying. You're not going to convince me to have any respect for you by continuing to double down here.

]]>https://citiverse.it/post/https://lemmy.ml/comment/27392447https://citiverse.it/post/https://lemmy.ml/comment/27392447Sat, 22 Aug 2026 19:20:50 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 18:43:05 GMT]]>Implying I expect sophistication is a tad optimistic, but I suppose I'm not so heartless as to deny you your vices.

Chores aside though, why are we doing this? I made some good points about the technology, and it's clear from further reading that the usual has happened with popsci reporting. I really recommend you read the source paper - it does an excellent job of explaining exactly the points I raised initially and why the scope was restricted so sharply.

Really, if you don't want an informed opinion and you show open and naked contempt for "armchair experts" (because obviously a layperson could never gain knowledge without the hierarchy of academia), why are you sharing it at all? If it's just to aggregate links and pick fights, Reddit is right over there; and they'd love another passionate user of your caliber.

]]>https://citiverse.it/post/https://lemmy.world/comment/25431985https://citiverse.it/post/https://lemmy.world/comment/25431985Sat, 22 Aug 2026 18:43:05 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 17:33:34 GMT]]>absolutely hilarious that you think you deserve some sophisticated response here, and obviously this conversation has no value, you have absolutely nothing of substance to say, run along and do your trolling elsewhere

]]>https://citiverse.it/post/https://lemmy.ml/comment/27390982https://citiverse.it/post/https://lemmy.ml/comment/27390982Sat, 22 Aug 2026 17:33:34 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 16:45:54 GMT]]>...what?

]]>https://citiverse.it/post/https://lemmy.world/comment/25430323https://citiverse.it/post/https://lemmy.world/comment/25430323Sat, 22 Aug 2026 16:45:54 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 16:41:19 GMT]]>Sounds like one of use is definitely crashing out. Is google blocked at the troll farm?

]]>https://citiverse.it/post/https://lemmy.ml/comment/27390253https://citiverse.it/post/https://lemmy.ml/comment/27390253Sat, 22 Aug 2026 16:41:19 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 16:19:49 GMT]]>.... You feeling okay? It's really dumb to be crashing out this hard over popsci reporting. Maybe go give the actual paper a read? It doesn't answer my criticisms, hence presenting them here, but at least we'll have a common basis on which to discuss my criticism of the research.

Nanjing University

(well... they did offer me a job, so I suppose they must see something of value in my work?)

]]>https://citiverse.it/post/https://lemmy.world/comment/25429905https://citiverse.it/post/https://lemmy.world/comment/25429905Sat, 22 Aug 2026 16:19:49 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 15:41:59 GMT]]>Ah yes, another armchair expert who clearly knows more than the researchers at Nanjing University and the editors of Nature Sensors.

Power constraints are not a concern. Drones and satellites just have unlimited batteries, right? They definitely don't need to shave off every milliwatt possible.

Hybrid CV systems are already perfect. Why would anyone bother innovating when we can just keep moving massive amounts of redundant data through multiple conversion stages? It's not like that burns energy or anything.

But sure, your armchair analysis definitely outweighs peer reviewed research from an international team that built a working prototype with molybdenum disulfide phototransistors.

They probably just forgot to Google 'hybrid CV' before publishing.

]]>https://citiverse.it/post/https://lemmy.ml/comment/27389302https://citiverse.it/post/https://lemmy.ml/comment/27389302Sat, 22 Aug 2026 15:41:59 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 15:03:50 GMT]]>A cutting wit unique in its originality, truly. I may never recover. You're welcome to address the question tho - this tech seems like a novelty more than anything.

]]>https://citiverse.it/post/https://lemmy.world/comment/25428908https://citiverse.it/post/https://lemmy.world/comment/25428908Sat, 22 Aug 2026 15:03:50 GMT<![CDATA[Reply to LightTok generates tokens that can be directly fed into a Transformer encoder for image recognition on the sensor itself on Sat, 22 Aug 2026 08:31:13 GMT]]>But like... why? This seems like it solves a problem we don't have - hybrid CV systems are already far more efficent than what they're describing here. Feeding the token input directly into the transformer is... what people try to avoid doing, as that uses far more energy than you'd ever consume just transfering images from a CCD. The tokenizer is not going to be the source of significant inefficiency in an AI-enabled system...

]]>https://citiverse.it/post/https://lemmy.world/comment/25424694https://citiverse.it/post/https://lemmy.world/comment/25424694Sat, 22 Aug 2026 08:31:13 GMT