This is pretty cool, but I feel as a pokehunter (Pokemon Go player), I have been tricked into working to contribute training data so that they can profit off my labor. How? They consistently incentivize you to scan pokestops (physical locations) through "research tasks" and give you some useful items as rewards. The effort is usually much more significant than what you get in return, so I have stopped doing it. It's not very convenient to take a video around the object or location in question. If they release the model and weights, though, I will feel I contributed to the greater good.
This title is editorialized. The real title is: "Building a Large Geospatial Model to Achieve Spatial Intelligence"
> Otherwise please use the original title, unless it is misleading or linkbait; don't editorialize.
My personal layman's opinion:
I'm mostly surprised that they were able to do this. When I played Pokémon GO a few years back, the AR was so slow that I rarely used it. Apparently it's so popular and common, it can be used to train an LGM?
I also feel like this is a win-win-win situation here, economically. Players get a free(mium) game, Niantic gets a profit, the rest of the world gets a cool new technology that is able to turn "AR glasses location markers" into reality. That's awesome.
I'm pretty sure most of the data is not coming from the AR features. There are tasks in the game to actually "scan" locations. Most people I know who play also play the game without the AR features turned on unless there's an incentive.
That's good information, thank you!
It's OK to adjust the title to have more relevant facts or to fix a poorly worded one. Editorializing is more like 'Amazing: Niantic makes world-changing AI breakthrough'.
The original title was not poorly worded though. The new one was editorialized to get a certain reaction out of readers — I promise you the responses on this thread would look different with the original title.
I feel like I'm going mad, if you actually read the article it's a theoretical thing they'd like to lead in, yet literally every comment assumes it launched. The title being "announces model" rather than the actual title certainly doesn't help.
All they needed was a shit ton of pictures. The AR responsiveness (and Pokemon Go) have nothing to do with it. It was just a vehicle for gathering training data.
Not wanting to over-do it, but is there possibly an argument the data about geospatial should be in the commons and google have some obligation to put the data back into the commons?
I'm not arguing to a legal basis but if it's crowdsourced, then the inputs came from ordinary people. Sure, they signed to T&Cs.
Philosophically, I think knowledge, facts of the world as it is, even the constructed world, should be public knowledge not an asset class in itself.
Four Square just open sourced their places dataset. https://location.foursquare.com/resources/blog/products/four...
Given how expensive it is to query Google places, would love a crowdsourced open-source places API.
I’ve been saying this about Google Maps for years, especially their vast collection of public transport loading data and real time road speeds.
People are duped into thinking they’re doing some “greater good” by completing the in-app surveys and yet the data they give back is for Google’s exclusive use and, in fact, deepens their moat.
It's not solely for Google's benefit. They're ("we're" tbh) contributing data that improves services that we use. It has additional selfish and altruistic benefits beyond feeding the Googly beast.
There's an "illegal child labor" angle to it, I suspect, T&Cs be damned.
Do you expect every company to release all their data to the public as well or it's just because you're not invested in this one?
I expect any company which collates information about geospatial datasets to release the substance of them, yes. Maybe there's an IPR lockup window, but at some point the cadastral facts of the world are part of the commons to me.
I would think there's actually a lot of epidemiology data which also should be winding up in the public domain getting locked up in medical IPR. I could make the same case. Cochrane reports rely on being able to do meta analysis over existing datasets. Thats value.
They found a creative way to incentivize the collection of it and paid for the processing. Anybody can collect the same data, I don't see why they would have to release it...
It would be nice of them though.
I can really imagine a meeting with the big brasses of Google/Niantic a few years ago that went along
- We need to be the first to have a better, new generation 3D model of the world to build the future of maps on it. How can we get that data?"
+ What about gamifying it and crowd-sourcing it to the masses?
- Sure! Let's buy some Pokemon rights!
It's scary but some people do really have some long-term vision
Pokemon Go is built on the same engine as Inverness I think its called. When it launched they even used the same POIs. I think this was ~5-7 years before PGO launched.
Edit: I said inverness and meant ingress. Apologies.
I think you are thinking of Ingress. No idea what Inverness is.
Ingress and PGO share the same portals and stuffs and its what PGO got its data from.
Inverness is a city in Scotland
Also a tiny town in Marin County, CA and one of my favorite words. It’s just so nice to say. Inverness.
They definitely had this as a long-term vision
Brian Maclendon (Niantic) presented some interesting details about this in his recent Bellingfest presentation:
https://www.youtube.com/live/0ZKl70Ka5sg?feature=shared&t=12...
> Today we have 10 million scanned locations around the world, and over 1 million of those are activated and available for use with our VPS service. We receive about 1 million fresh scans each week
Wait, they get a million a week but they only have a total of 10 million, ie 10 days worth? Is this a typo or am I missing something?
A location probably requires like a million scans to be visualized properly. Think of a park near your house - there are probably thousands of ways to view each feature within.
Scans are not always of new locations. They have ~10m established nodes and they get ~1m node scans per week that might be new and might be old.
Pretty sure there can be multiple "scans" per location is what they are saying
Somehow I always thought something like that would have been the ultimate use case for Microsoft Photosynth (developed from Photo Tourism research project), ideally with a time dimension, like browsing photos in a geo spatio-temporal context.
I expect that was also some reason behind their flickr bid back then.
https://medium.com/@dddexperiments/why-i-preserved-photosynt...
https://phototour.cs.washington.edu
https://en.wikipedia.org/wiki/Photosynth
at least any patents regarding this will also expire about 2026.
I worked on this and yes it was 100% related to the interest in Flickr. At the time Google Street had just become a thing and there was interest in effectively crowdsourcing the photography via Flickr and some of the technology behind Photosynth.
Interestingly, Pokemon GO only prompts players to scan a subset of the Points of Interest on the game map. Players can manually choose to scan any POI, but with no incentive for those scans I'm sure it almost never happens.
> Today we have 10 million scanned locations around the world, and over 1 million of those are activated and available for use with our VPS service.
This 1 in 10 figure is about accurate, both from experience as a player and from perusing the mentioned Visual Positioning System service. Most POI never get enough scan data to 'activate'. The data from POI that are able to activate can be accessed with a free account on Niantic Lightship [1], and has been available for a while.
I'll be curious to see how Niantic plans to fill in the gaps, and gather scan data for the 9 out of 10 POI that aren't designated for scan rewards.
I'm sure the CIA already has access. [1] People were raising privacy concerns years ago. [2]
[1] https://www.networkworld.com/article/953621/the-cia-nsa-and-...
[2] https://kotaku.com/the-creators-of-pokemon-go-mapped-the-wor...
Google maps has more data than PGO could ever hope to have.
Pikachu did 9/11
More like Celesteela, after all, you need jet fuel to melt steel beams.
People have a lot of strange beliefs about the CIA. Why would they even care about this?
Upload a picture of a bad guy in an office lobby to pokegpt and ask it where he is.
You can do that for free by sending the picture to a geoguessr streamer on twitch.
Or Google Lens. Regardless this isn't the CIA, it's the NGIA.
Impressive, but this is one of those "if this is public knowledge, how far ahead is the _not_ public knowledge" things
I really want to know what the NSA and NRO and Pentagon are doing training deep neural networks on hyperspectral imaging and synthetic aperture radar data. Imagine having something like Google Earth but with semantic segmentation of features combined with what material they are made from. All stored on petabytes of NVMe flash.
> For example, it takes us relatively little effort to back-track our way through the winding streets of a European old town. We identify all the right junctions although we had only seen them once and from the opposing direction.
That is true for some people, but I'm fairly sure that the majority of people would not agree that it comes naturally to them.
I'm guessing this can be the new bot that could play competitively at GeoGuesser. It would be interesting if Google trained a similar model and released it using all the Street Map data, I sure hope they do.
Has anyone done something similar with the geolocated WIFI MAC addresses, to have small model for predicting location from those.
I believe I read somewhere that geoguesser AI based on street view data was mostly classifying based on the camera/vehicle set up. As in, a smudge on the lens in this corner means its from Paris.
This crowdsourced approach probably eliminates that issue.
Genuinely impressed Google had the vision and resources to commit to a 10 year data collection project
I wonder how this can be combined with satellite data, if at all?
I don’t see why not. Photos are often combined with satellite data for photogrammetry purposes, even on large scale - see the recent Microsoft Flight Simulator (in a couple days, when it actually works)
It's usually aerial data, especially oblique aerial. Bing Maps is still pretty unique in offering them undistorted and not draped over some always degraded mesh.
Applications that I thought of as I read this:
Real-Time mapping of the environment for VR experiences with built-in semantic understanding.
Winning at geoguesser, automated doxing of anybody posting a picture of themselves.
Robotic positioning and navigation
Asset generation for video games. Think about generating an alternate New York City that's more influenced by Nepal.
I'm getting echoes of neural radiance fields as well.
Procedural generation of an alternative planet is the kind of stuff that the No Man's sky devs could only dream of.
I’ve published research in this general arena and the sheer amount of data they need to get good is massive. They have a moat the size of an ocean until most people have cameras and depth sensors on their face
It’s funny, we actually started by having people play games as well but we expressly told them it was to collect data. Brilliant to use an AR game that people actually play for fun
Yes it must be almost an exabyte of data.
Don't quite understand the application of this?
I wonder if there's a sweet spot for geospatial model size.
A model trained on all data for 1m in every direction would probably be too sparse to be useful, but perhaps involving data from a different continent is costly overkill? I expect most users are only going to care about their immediate surroundings. Seems like an opportunity for optimization.
This seems like it’d be quite handy to have in an autonomous vehicle of any kind
I’m intrigued by the generative possibilities of such a model even more than how it could be used with irl locations. Imagine a game or simulation that creates a realistic looking American suburbia on the fly. It honestly can’t be that difficult, it practically predicts itself.
People complaining here that you are somehow owed something for contributing to the data set, or that because you use google maps or reCAPTCHA you are owed access to their training data. I mean, I'd like that data too. But you did get something in return already. A game that you enjoy (or your wouldn't play it), free and efficient navigation (better than your TomTom ever worked), sites not overwhelmed by bots or spammers. Yeah google gets more out of it than you probably do, but it's incorrect to say that you are getting 'nothing' in return.
I'm not sure quite what the ownership is, but Niantic isn't a subsidiary of Alphabet or Google.
Fucking cool. Hi old Niantic teammates, it's me Mark Johns ;).
This is literally what I built my first company around starting in 2012, when Niantic was still working on Ingress
I describe it here during 500 Startups demo day: https://youtu.be/3oYHxdL93zE?si=cvLob-NHNEIJqYrI&t=6411
I further described it on the Planet of the Apps episode 1
Here's my patent from 2018: https://patents.google.com/patent/US10977818B2/en
So. I'm not really sure what to do here given that this was exactly and specifically what we were building and frankly had a lot of success in actually building.
Quite frustrating
Call an intellectual property attorney?
[dead]
The cia has to be all over this.
> I have been tricked into working to contribute training data so that they can profit off my labor
You were playing a game without paying for it. How did you imagine they were making money without pimping your data?
Lots of people are spending a lot of money on in app purchases in these games already.
They won't. It's the same data collection play as every other Google project
Just for clarity on this comment and a separate one, Niantic is a Google spin out company and appears to still be majority shareholder: https://en.wikipedia.org/wiki/Niantic,_Inc.#As_an_independen...
Google actually has released weights for some of their models, but judging by the fact that this model is potentially valuable, they likely will not allow Niantic for this
> Google actually has released weights for some of their models, but judging by the fact that this model is potentially valuable, they likely will not allow Niantic for this
which is totally unfair, every niantic player should have access to all the stuff because they collectively made it
“Is a farmer entitled to the entirety of your work output because you ate a vegetable grown on their farm?”
Bad analogy. I pay a farmer (directly or indirectly) for the vegetable. It’s a simple, understood, transaction. These players were generally unaware that they were gathering data for Niantic in this way.
If data is crowdsourced it should belong to the crowd.
What you say is fair but if an individual's data doesn't matter, what happens when they ask to have their data deleted under GDPR. is there a way to demux their data from existing models?
> All of which I've directly contributed to and never (directly) recieved anything in return
To be fair, you received a service for free that you may have otherwise had to pay for. I'm not saying it's just, but to say you didn't get anything in return is disingenuous.
I kept wondering why a Google spinoff was named after a river and community in Connecticut, one of the least Googley locales in the country.
The connection is a ship, built in Connecticut, which brought gold rushers to San Francisco and was run aground and converted to a hotel there: https://en.m.wikipedia.org/wiki/Niantic_(whaling_vessel)
The company was named after the ship.
Were you really tricked? Hard to believe that someone on Hacker News saw Pokemon Go and didn't immediately think of the data collection possibilities.
> and give you some useful items as rewards
Were you tricked, or were you just poorly compensated for your time?
Frankly given the numbers of hours of entertainment most people got out of Pokémon Go, I suspect this might be one of the cases where people have been best compensated for their data collection.
This is just smart digital vertical integration
They did at least published their research, and also dataset for 655 places:
https://research.nianticlabs.com/mapfree-reloc-benchmark
This was linked the news post (search for "data that we released").
Do you honestly feel tricked that a gameplay mechanic which transparently asks you to record 50-100MB videos of a point-of-interest and upload it to their servers in exchange for an (often paid/premium) in-game reward was a form of data collection?
I don't think I've done any in PoGo (so I know it's very optional), but I've done plenty in Ingress, and I honestly don't see how it's possible to be surprised that it was contributing to something like this? It is hardly an intuitively native standalone gameplay mechanic in either game.
My reaction, also.
"You used me... for LAND DEVELOPMENT! ...That wasn't very nice."
Yeah, they did the same in Ingress: film a portal (pokéstop/gym) while walking around it to gain a small reward. I've always wondered what kind of dataset they were building with that -- now we know!
You've also been tricked into making your comment, which will undoubtedly be fed into an LLM's training corpus, and someone will be profiting off that, along with my comment as well. What a future we live in!
NooooooooooOooOooOo!
Lol, do you really think that? I did it from having a desire to contribute to the conversation and I was aware that that would be a future possibility :) I'm not really getting much in return or being incentivized by Y combinator
I think the joke was that it's kind of the same with Pokemon GO. You play the game mainly because it's fun or lets you get some exercise in, so it's not really a bad thing that the company used the data to train a useful model. You're still having fun or doing exercise regardless of what they do with the data. Essentially, it's a positive externality: https://www.economicshelp.org/micro-economic-essays/marketfa...
But I think your point, if I understand it correctly, is that the in-game rewards kind of "hacked your brain" to do it, which is the part you're objecting to?
I think that's part of it- but another part is a lot of people do not like what Gen AI is doing and are offended that what was a fun game is now part of that project.
Like when captchas were for making old books readable it felt a lot more friendly than now where its all driverless car nonsense
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I don't understand this perspective. Why should I resent the creation of value from behaviours that I would be doing anyway.
Didn’t beloved New York Times photographer Bill Cunningham make a storied career out of doing exactly that?
https://www.nytimes.com/2019/09/01/style/bill-cunningham-boo...
I don't like bad arguments like this.
Women on the street didn’t agree to a terms of service and didn’t choose to put content online.
The better metaphor is a woman posting her photos online and then those photos were used by a painter who then sold an abstract painting of her.
https://www.earthcam.com/cams/newyork/timessquare/?cam=tsrob...
is a webcam of Times Square, and they've got ads on the page, and they're making money off pictures of pretty men and women on that street. I don't know how okay or not I am with it, but it's the world we live in.
Because AI is going to create a world where only a few hundred trillionaires and a few thousand billionaires exist while everyone else is in desperate poverty.
Tbh, I'm not sure its rent seeking, but whether the 'value' is for the company or for society is extremely questionable
Not really, you're assuming that your independent actions or forum comments have intrinsic value. They do not.
Same. But if you add fuck random swear words, it helps poison shit the well.
You think that's bad, wait till you find out about what happens at work!
Honestly you should have assumed they were using the collected data for such a purpose. It would be shocking if they weren't doing this directly or selling the data to other companies to do this.
The game is free, there has to be some way for them to profit, interesting to see this was it.
When ever it's free, it's all about the data.
I recall having a conversation circa 2004/5 with a colleague that Google was an AI company, not a search company.