Phase-Functioned Neural Networks for Character Control

[@Favmir]

I could watch this model walking for hours. It's so realistic and dynamic...

[@NeonGhostHobo]

Almost like watching a real person, but less creepy.

[@zippyparakeet1074]

You can see similar character mobements in GTA V and Assassin's Creed

[@Cosm1c_69]

In games cheap poor animations are making me not want to play games. But when animations are realistic then it is different story.

[@naturereserveguide]

Zippy Parakeet I feel like as clunky a franchise as it is, Assassins Creed has some of the best walking and moving animations

[@zippyparakeet1074]

@@naturereserveguide yep, movements are quite natural

[@baez1301]

This could be the future for consistent good animation while traversing the world.

[@Rebumai]

And yet Ubisoft would some how manage to fuck it up lol

[@rudy_4ier]

+Rebumai No worries. Ubisoft are already dead. We're just waiting for them to be buried at this point: www.vg247.com/2017/04/26/vivendi-takeover-of-ubisoft-will-happen-this-year-report/

[@SinMurlockTV]

but ubisoft always had good animations :( AC, Watch Dogs, you can even take For Honor as an example

[@ArthurD]

Let's hope Ubisoft will fight Vivendi. Vivendi are just so much worse than Ubisoft... Just google it.

[@SianaGearz]

I actually like Ubisoft's recent conduct. They're trying to be good, it seems. But publishing business is just such a sea of sharks overall, the least scrupolous tend to win. There are still rumours of them not treating their people too well, but oh well, can't be any worse than Konami now or EA a while back.

[@JustinY.]

It just works.

[@joselourenco5542]

I FOUND YA

[@2brosentertainment148]

Yup

[@borekworek69]

Only 3 likes. Not this time, Justin Y.

[@HaSTaxHaX]

It's just you.

[@leofera1137]

nice input

[@TheSplintr]

I like his hat.

[@dreamer097]

my HAT... It has. Three corners.

[@saopy]

you are cringe that is a baby song

[@greenjd3700]

me too XD

[@MichaelS-vy1ku]

another settlement needs our help

[@WeabooMoe]

I think the model used is haytham from assassin's creed

[@DanBourque]

Imagine not needing parametric blend trees or nav/height meshes anymore! The ramifications of this are huge, especially in AR/MR, when the landscape's topology isn't known beforehand. Awesome work!

[@invntiv]

mmmm I would assume there is still a significant amount work needed to topologize the walkable terrain; or rather, new approaches would be required. As you can see in this video, the character is walking over a single plane with the obstacles blended out of the plane, like a sheet laid over a series of objects. The more topology that the control scripts have to crunch, the heavier the demand. They have optimized the example by using obstacles that are simple ramps. Perhaps you could tell the control module to treat elevation changes in the immediate vicinity that are beyond a certain rate of change in a specific manner. This brings up a whole host of interesting variables that could be fun to play with... for example the look-ahead radius. You could amplify the move speed and rate of topology analysis to create realistic-moving sci-fi android enemies that move in a creepy, superhuman manner. The list goes on

[@LyaksandraB]

Amazing. A way to improve realism and general appearance without falling back to improving graphics and other methods that often imply a substantial increase in resource consumption. Well, I'm assuming the latter, that this will only require a small increase in physics calculations. The industry has, for some reason, focused almost exclusively in realism looking right, and much less so in it also "feeling" right. Hopefully this will be only the first step toward remedying that.

[@terencespark]

I especially liked the bit where the character walked backwards or sideways depending on the camera angle. pretty sure all of the character animation I've seen so far will always walk forwards, even though you're looking behind you.

[@terencespark]

*so far have walked forwards

[@SianaGearz]

Backwards walking isn't limited by state machine complexity in modern titles, but by the practical issue that moving backwards as fast as forward looks physically implausible. There was lots of backwards running in old Unreal Tournament and other classic titles when you watch other characters.

[@SianaGearz]

I don't think it's exactly a lightweight technique, would need a ton of planning ray casts, and in complex open world engines you only have budget for a few dozens of those per frame. Plus not even sure how large the NN is, it's not fast. Sure on main character it'll be fine, but in a competitive game where you have to run this on a dozen characters, or in crowd simulation, well, it seems like it would be an issue.

[@terencespark]

ah you're right.. I didn't think about that. but if they really wanted, there are plenty of games that walk until you use the run command, so you could have them walk backwards until that command is given, then move forward in that direction. in the end, I guess it's really unnecessary to add that animation.

[@slickback5100]

The quaker oats guy is getting real good.

[@hannan2619]

underrated comment.

[@JoelPittenger]

The future is so bright for gaming, machine learning is literally going to "change the game"

[@alienrenders]

I can't even get my character's feet to align properly to the ground in UE4, lol.

[@elgunlee]

because ue4 is shit

[@PythonDelta]

@@elgunlee dam look over here guys, what a fukin badass

[@INeatFreak]

Use Unity lol

[@alimertc]

what if unity is also shit?

[@ninjaenjoyer4607]

Make your own engine.

[@simoncarlile5190]

This is so cool. Neural networks are capable of optimizing so many different tasks, and we're just barely scratching the surface of their potential.

[@DeSinc]

are you fucking kidding me? this is incredible! I'm watching 2:30 onwards right now and I'm shocked at how good this is. it reminds me of how impressed I was seeing those tech demos of the euphoria animation blending physics engine that rockstar picked up and used in GTA IV. I hope I get to play around with this in future games.

[@doma7572]

hey dad

[@thatcoldtoast]

wait, why have I found you here? lol

[@Morgan-oq7uj]

This is amazingly realistic and this program makes it looks easy. I was especially impressed at 4:41 when the character awkwardly walks down the stairs, it looks so realistic it's incredible.

[@AluminumHaste]

That's really cool, now apply it to a scene with 200+ characters with this technique. Would be nice to see their interaction with each other.

[@Benxett]

Simply amazing. I hate, and I mean HATE, playing games without realistic movement- and this looks absolutely perfect!

[@johnathanfern]

this fucking AI walks better than me...

[@junpeiiori4720]

skynet

[@icykenny92]

So you're a character from Goofball xD

[@Skynet_the_AI]

​@@junpeiiori4720ha

[@kalef1234]

I feel like this is part of a master or PhD thesis and whoever made his just hates their life now, but has done so much for the industry thank you. This is very cool

[@GamePrototypes]

Rockstar games, you're next.

[@antoniojg-b8284]

"lol no. U idiots will buy our shark cards anyways" -Rockstar

[@cornbread4535]

Nothing worse than just slightly nudging the analog stick and having your character move 8 feet

[@jasonkk8050]

William Kjellgren nah from what we've seen gta V downgraded the euphoria physics from gta iv

[@jasonkk8050]

Hitting people with cars in gta IV was the most satisfying thing :P . Not anymore in gta V

[@Sashik]

Don't forget about drunk movement in GTA IV, those were the best falling simulator.

[@Foogees]

This is gonna honestly set the new standard for player character movement animation.

[@camelCased]

This adds so much realism even at its current demo stage. I just wish it didn't stay under covers, forgotten and unused. Please, somebody, create a Unity and Unreal plugins to use this feature, ideally with some trained presets so indie developers could use it immediately without having to train from their own motion capture.

[@ids7272]

Except that is extremely unlikely to happen. If someone would make a plugin to run the network in an engine like Unity/Unreal, you'd still need a character with this exact skeleton in order not to get animation issues. They trained the network specifically for this character, so if indie developers would like to use it on their own characters, they need to train it for each unique skeleton (but characters can share skeletons, so you only need to train once for each unique skeleton). Secondly, anybody who would have the money/time to implement it into Unity/Unreal would never give it away for free, because it will instantly make their animation look better than literally 100% of the rest of the industry, including animation done by the best studios in the world that have spent millions of dollars on perfecting their current technology. So any plugin made for this will likely cost into the thousands -if not millions- of dollars. (and on top of that, such studios would probably instantly hire whoever made that plugin and make them take it offline so nobody else can profit if the plugin was free/cheap). Thirdly, this is just a demo in a custom engine. The video gives no information about settings in the engine and what is done by the engine. So it's likely that anyone who tries to implement this into another engine will face some problems (especially since there is a lot of math involved due to the nature of neural networks).

[@jammleDCammle]

my god thats beautiful, now just make him swim and run and i will watch the video on repeat forever and never be bored, keep it up

[@Milupa5]

These guys should spend some time with the ones at Boston Dynamics

[@IshanJain]

boston dynamics doesn't uses AI/ML. They use Control theory.

[@rockade2408]

yeah i was thinking the same, same maths right

[@alxjones]

Control theory and machine learning are pretty related as far as mathematics and computer science goes. Both are basically a series of optimization algorithms to achieve a desired result, and in fact can be used in conjunction to great affect. Not sure if BD does this, but I wouldn't be surprised if they do.

[@MrFujinko]

@@IshanJain Boston dynamics doesn't use control theory. They use Robotics. See how funny is that?

[@twoblocksdown5464]

Can’t even imagine how smart you gotta be to do things like this... impressive

[@S1LLO]

Guys, this is fantastic! I want to buy shares of your company, because your technology is the future of video games!

[@xavierh.5102]

it seems like so recently that just having your character able to put their foot up on a step up instead of just one foot hanging off was amazing. now we have this.

[@manmaidmegane]

CPU usage: Game: 20% Character Movement: *80%*

[@UltraNyan]

fuck yeah finally a way to utilize those idle cores you have in your gaming rig

[@RamiAwar]

Guys a trained model barely needs any computation. Its takes way less than rendering a single frame, its just a batch of multiplications and additions. The training which happens on the development side is what takes time.

[@TheVergile]

its unlikely to really need a lot of computational power. The training of the network does, but all you are doing is basically finding a set of variables for the function that produces the desired result. Once you have found the variables you can just hardcode them into your game engine. Actually running this function with the variables you determined earlier sholdnt take a lot of CPU/GPU time. Certainly less than the game physics and graphics.

[@fmeyer_]

FIFA?

[@genndy4538]

But we can use it for filmmaking like basic animation

[@Ram-cx3yu]

This guys are the real immersion scientists.

[@anotherbyteinc]

WAIT, ISNT THIS ASSASINS CREED???

[@tonystroemsnaes554]

that's the least interesting part of this

[@theotryhard8651]

is it in the final game?

[@jeremymain7303]

The motion looks like Death Stranding to me.

[@celle183]

So this is why the new Assasins Creed Games are so unresponsive :/

[@MagicD3VIL2]

Looks like Assassin's Creed 3 to me

[@whynotanyting]

His enthusiasm is unmatched

[@Diavidi]

This is the opposite of the ARMA (3) animations.

[@Saw321lol]

This is more directed towards singleplayer 3rd person RPGs like Assassins Creed, The Witcher series, rather than Military simulator games. I do not see people enjoying these in a MMORPG or any other kind of online genres (with some exceptions of course, GTA being one of them imo)

[@notachannelanymore-y1g]

@Mighty Memestar "because it probably takes up a lot more of the computer's resources" It doesn't. He explains that in the video, and also in the description.

[@Saucepatterns]

Imperial Guardsmen I don’t think you get the joke

[@tommyzDad]

*This* a billion times over. And how about good old-fashioned climbing/ mantling: *COD 2* : Mantling: kzbin.info/www/bejne/f6GwnqiEd82Am5o *Rainbow Six: Raven Shield* : Ladders, kzbin.info/www/bejne/fpmae5eZpb2nbq8 . And don't get me started on Arma's vehicle mounting. SMH.

[@RetroPlus]

That's really REALLY impressive. This has to be implemented in the next generation of games. I'm impressed on how well it works.

[@HaSTaxHaX]

Why am I watching this at 2am?

[@eliboy8583]

HaSTaxHaX 04:43 am lol

[@voidling2632]

because it's good stuff

[@assassinaria]

It legit JUST turned 2 AM when I read this comment. Creepy.

[@viiinicius17]

It's 1:41 here

[@invntiv]

1am here, I love game dev videos but still this is much more theoretical and advanced than the usual content that I consume. It seems like youtube puts me in the weirdest corners of the site later in the evening. I wonder if their algorithm adjust for local time.

[@miguelpereira9859]

This is definitely the future of videogame animations

[@DejayClayton]

It will be interesting to see what effect this approach has upon the pacing of game character movement. When a character moves with convincing "energy cost", where a character's movement slows down when obstacles interrupt its momentum, our brains will become less likely to believe that game characters can perform impossible feats, such as running up a mountain side without becoming tired. Thus, games will need to incorporate "energy cost management" as a game mechanism that deliberately affects the pacing of game character movement.

[@Valensiakol]

Fantastic work, this already looks better than anything I've seen in any game.

[@AnkMyrandor]

amazing this will open up so many possibilities when it comes to environmental design. This will literally open up a lot more games if this gets implemented. I can remember dark souls 2 trying such a thing with different states while being in different kind of states ( less or more hollowed / damaged ) but failed sadly to accomplish this in a responsive matter. I really like this, this is at least a step forward in game design as a whole.

[@invntiv]

What you are thinking of with Dark Souls 2 is not the same as this. Character movement changing based on effects like Hollowed, Damaged, is just a Finite State Machine (FSM) that blends between animations and Inverse Kinematics (IK), just like every other game, including more advanced and realistic movement like what can be seen in The Last of Us 2 gameplay from this year's E3 conference. This is an entirely new approach to solving the above problem using a neural network that is likely to revolutionize the gaming industry if the processor load is not excessive.

[@thyduck7542]

The potential for this is incredible

[@pequod4557]

We're nearly there god

[@ShenGAMING]

Commentary aside. This is some really awesome tech. I can instantly appreciate this. I hope you'll make some good money off of this because this is truly awesome.

[@eromaxi]

There's a small unknown company called Bioware, which needs this tech right f..cken now!

[@hi_its_jerry]

Max Shepard they sure do

[@cornbread4535]

There’s another small indie dev team that you’ve probably never heard of called rockstar games that could definitely stand to use this as well

[@michaeldougherty6036]

Fuck BioWare. Bethesda needs this tech like 10 years ago.

[@readyforlol]

@@michaeldougherty6036 But since Bethesda operates on a 10 years delay relative to the rest of the industry, this means they might actually use it.

[@lukelader]

THIS SHOULD BE ON THE MARKETPLACE !

[@TommySasaki]

Rockstar is probably very interested in this. I can already see it happening. Red Dead Redemption 2 delayed indefinitely.

[@Cinabutts]

Tommy Sasaki yet it was just announced at e3 this year 😂

[@Awgez24]

It was announced a year ago

[@lennysmileyface]

RDR already had Euphoria anyway.

[@JackeyBoyyy]

just seen gameplay.

[@TheZloymedved]

just played it

[@r.pizzamonkey7379]

Okay, this is really impressive, not gonna lie. Probably gonna be a few years before this can be worked into triple A games, but I wouldn't be at all surprised if this was a standard feature in games five years in the future.

[@luckyx360]

animators need not worry just like mo-cap its an additional tool that allows animator to put out better quality not replace the m

[@jokesterthemighty227]

well it uses like 50 animations to blend between them procedurally so the animators job is not by far outdated

[@EnriquePage91]

mmm.... I would say AI will probably be able to do this too in not too long - Honestly everyone's job is in danger in the coming 30 years lmao

[@mrichar9]

Well great. You've taught the machines how to mimic human mannerisms and physics. Step 79 of 284 of Skynet achieved.

[@griest5493]

Wow this looks smooth. I can't wait until this gets integrated into game engines. Are you guys going to write an API or have you just made the specification?

[@surelock3221]

It would be sick if this was added to Unity's new Machine Learning add-on

[@invntiv]

this technology is worth millions... they do explain how they did it but not the specifics. Every big studio, or Unreal/Unity would pay big bucks to include this type of tech. If I was them I would not release this as open source. Let the bidding war ensue! Priority pricing for CDProjekt Red and Bethesda :)

[@calvinhuddleston576]

Ooooo I like that idea, where you look is where you're character looks and their walking is different, like walking backwards and sideways while facing your target of vision

[@SaiNarayan_]

All these idiots commenting about demos and snake oil probably have no programming experience or understanding of game dev. This looks pretty damn awesome and can't wait to dissect the paper and possibly implement it myself!

[@crazyeyes8962]

Well, the naysayers are retarded, but not for the reasons that the OP thinks. Yes, obviously something this abstract and complex needs detailed papers and evidence. However, that doesn't really excuse you from looking like a total buffoon when someone says "Hey guys, here's this cool new thing I'm working on" and you reply with "FAAAKE FAAAAAAAAAKE FUCK YOU ASSHGLE RELEASE A PAPER OR IT'S FAAAAAAAAAAAAAAAAAAAAAKE" The problem/solution with the internet is that it gives everyone a voice. Before this would have only been released to small circles of like-minded academics, and nobody here would have even known it exists yet.

[@Smellyhobo10101]

@MrBorderdown Oh look here's the paper: theorangeduck.com/media/uploads/other_stuff/phasefunction.pdf If you just took 5 minutes to google the names at the start of this video you would see that this is coming from a PHD student and a professor from the University of Edinburgh, as well as a graphics researcher from method studios (they worked on guardians of the galaxy, doctor strange, captain america). They presented this at SIGGRAPH 2016 and there is no indication that they are selling it. Also you clearly don't even know what you're looking at on his channel. Hes posted a couple small games, implemented A* pathfinding, a fluid simulation and some shaders. I'd really like to see your accomplishments. And I like how you call him "third world" just because he looks slightly brown. You're just embarrassing yourself.

[@SaiNarayan_]

I appeared to have triggered this random dude. Broski come back to me when you actually have something to back up your words. You're just another random internet anon saying shit. At least I have something to back up the fact that I'm a gamedev. I'll even accept the fact that what I make is low quality stuff. I'm no professional and I just graduated. But I'm much closer to being someone who actually contributes to society instead of spewing random racist injectives at people. Take stock of your life and actually do something with it. Peace.

[@TheFingledorf]

I guess the only solution is to destroy freedom of speech. :) Or at least build a totalitarian society where internet use is limited only to the elites. Best solution might be to simply kill 99% of the population through mass genocide.

[@FreekHoekstra]

I reported the dude for harassment... and Sai, you're work is pretty cool :) keep going and you'll make it!

[@starquake7061]

This can make a good football/soccer game. I want to be a game developer, now I can only dream on what I could do with this amazing thing you made.

[@ZanderLexx]

Only problem that should've been tackled first is the actual 'foot' of a character HAS to 'stick' to the ground(on most of the surfaces). Just look how the foot is sliding across the ground. I see this issue in many games if not i all of them.

[@Skemooo]

one step at time..

[@godofthecripples1237]

Skemooo Wow.

[@sebastianwojtasik2090]

It isn't hard to implement feet inverse kinematics, but yeah most of the game makers don't bother...

[@DerUberGaijan]

Truly outstanding work. Congratulations on the fantastic results and thank you for all of the hard work. I'm always thrilled to see new steps forward (no pun intended) in software development that cuts down on some of the tedious tasks of content creation.

[@katzroye6477]

Can this be applied to fantasy-model games where mobility may have more than a normalistic interpretation? i.e. Flying/floating/unreal speed... etc.

[@MajatekYT]

Yes, all it takes is to give animation weights and alter smoothing/interpolation values.

[@NourSelim0]

I think you would need to train it with motion data of people "flying" and mid-air double-kicking, of course the actors will be suspended from cranes, but they will be able to do the most natural-looking motion which would then be fed to the training data of that neural network.

[@hudsonkessig2562]

I have no idea how this works, but it's fantastic.

[@raguaviva]

How many neurons do you use for each layer? I haven't found that mentioned in the paper,

[@_.o..o._]

This looks sooo good and natural. Absolutely love it!

[@HeyFox101]

I'd like to see it performing together with actual game mechanics besides walking - like swinging weapons, being hurt and jumping repeatedly for no reason like an idiot, which we all love doing. I've seen more than enough "revolutionary" technologies that were absolutely unusable for games. If this one will take a whole lot of crutches to perform character movement with other sorts of simultaneous movements - it is just yet another fun experiment that has nothing to do with real games development.

[@solidstatedrive]

RaptorAnton an article and its paper stated that currently it doesn't work with complex movements such as hand movements, interacting with objects in the scene or climbing steeper slopes. So yeah, whether or not future research will allow it to efficiently make a character run up a steep slope while playing with his chode is still unknown :)

[@anselmschueler]

You could just animate the hand movement by hand. Combining this N.N. with an arm movement engine and a system for fixating the feet would result in stellar animation.

[@EgenMugen]

Considering I saw bits of this in Nvidia's GDC Lecture, gratz on getting recognition! Hope this tech makes to the real games soon!

[@indienerdsdotcom]

Absolutely brilliant! I can't wait to get this as a feature in Unity some day and have all my characters "learn" how to move like that.

[@kutase]

Looks very similar to Uncharted

[@ToxicFlight]

Nikita yesss

[@nuuskapeke11]

WOOOW that is simply the best looking charachter movement iv ever seen

[@FPSKiwi]

Star Citizen?

[@ThomasRabouin]

But it will not :)

[@kagekiyo7772]

Это просто завораживает. Шикарная идея. Надеюсь, в будущем её станут применять во всех компьютерных играх.

[@nerd4tw]

that dude is drunk

[@AlexRetsam]

Pirate

[@edwingroothuis6925]

Way cool! One thing: It shows that it can jump over obstacles, it doesn't take advantage of these obstacles to jump over the holes. So if you have two rocks, it will now step in the middle hole, but the easiest way is often to step on the first rock, step over the hole onto the second rock and then back on the floor. Just comments from a hiker.

[@RIFLQ]

Back in my days, gamers need to press the jump button to jump and climb and shit..

[@johnmetrix8481]

dont you get tired of constantly trying to avoid various obstacles, pitfalls, or being mindful of your actions in general? GOOD NEWS! now you just sit back and feel smooth about the movements as your computer finds a way to complete the objective on its own, not to worry! you can still feel proud, you did have to press forward afterall!

[@toatrika2443]

I feel like both of you missed the entirety of the point of this video. It's about getting realistic animations, not auto-jump/climb or invisible walls. Those two are nothing special or interesting. Or you are just trolls which is also an option as always with such comments.

[@abcdefghijklmnopqrstuvwxyz5526]

Jesus these comments are stupid.

[@lupinedreamexpress]

Game Studio wars aside, Neural networks are continuing to change (and optimize) the way we play games. Real time neural network driven physics reduce game download sizes in animation data, and lessen the load on the CPU (by a fraction per iteration that is far less than the amassing of floating point vector math sent to our GPUs currently). Can't wait to see this in the GPU market, hardware-accelerated neural net driven physics. Exciting.

[@Maebbie]

sell it and you will be rich

[@AliShaikh1]

And how it works?

[@SexyJazzCat]

He can patent it.

[@MrCrazyYuan]

I think you're right, but if that becomes industry standard, every company would pay him a lot of $$$ for solving their problems. EDIT: That sounds weird... I mean HIRE him to solve other problems they have.

[@autious]

You actually can patent a method of doing something. It has been done several time before in history. But that doesn't mean he should. And personally i find that kind of behavior anti-productive for society as a whole, this mentality is pretty prevalent in the industry and there is a kind of silent agreement to not engage in that bullshit.This isn't a product, it's a technological advancement and theory, applied to show the results. He _could_ repackage it and sell it as middle ware, or go the route of consulting to companies to implement it. But fuck all that. _THIS_ video is a step forward in technology and knowledge shared freely with the wider community. It warrants the author respect and appreciation. Be thankful for the existence of institutions and individuals who spend their time in pursuit for knowledge.

[@CheapSushi]

That's exactly how it works. It'll be licensed to game engines & studios.

[@numchuck3]

This is how I imagine next-gen would be. It's all about physics and animations to bring a game to life.

[@kajatta_]

Awesome work guys, this is state of the art!

[@tommyzDad]

It is mind-blowing to see the character compensate for when it stumbles. Man, if this were in a *Hidden & Dangerous 3* or *Arma 4* (with the added ability to control speed with the mousewheel) ....... Here! Just take my wallet!

[@nk361]

This is incredible and I would love so much to learn every detail so that I could make this myself too!

[@LittleWasp]

Five minutes of watching a yellow pirate chase a black snake around monochrome terrain has never been this cool before.

[@kiefac]

This is ridiculously good. Bravo

[@yeenosaur2620]

For Honor does this and it just looks damn good.

[@aaronabel4756]

For the people confused by this video, it's a replacement for state machines and blendtrees for animation systems, not animators.

[@razum1448]

Thats nice. When I think about this being in all games...its great!

[@fabriziobianchi3329]

You guys are awesome! Can't wait to play a game with such incredible capabilities!

[@pixelatedwarrior8990]

Can't wait to see this in games. Future stuff right here.

[@TheBlessingOfTurnip]

unbelievably smooth! you guys rock!

[@ghmasterful]

Video Kojima is definitely using this method for Death Stranding, you can tell from the gameplay. Nice to see something like this at work

[@JIMMYtheB0B]

this was actually incredible!!!

[@MasthaX]

Very interesting work, looking forward to more stuff like this. These methods could be implemented in numerous ways.

[@dattrieu4784]

omg, this is so awesome, a great material for me to learn and make my own game in the near future

[@InvalidRedstoneMiner]

the future of video games is amazing. I cant wait.

[@conformist]

I'm back a month later and it's still so beautiful... I literally want to cry by how good the results are. Gamedev + deeplearning has so much potential. Generate textures with CNN, handle animation with CNN, generate dialog with CNN. I'll probably become a hikikomori when games powered by CNNs comes out. They'll be too good.

[@TheGodEmperorOfMankind_]

I really love how animation systems like this look and feel

[@denster7715]

This just shows how much gaming will improve in the future.

[@JeremyFinch42]

Ideal movement for an open world game of any kind.

[@pramienjager2103]

This looks awesome, thanks for your work on this. Nothing breaks immersion like janky character movement.

[@FuriousTedyBear]

I don't understand any fucking thing he's saying, but this is impressive as hell.

[@NicholasPeterson]

Very nice results. It would be interesting to see something like this also take props/tools into account. For example an old man walking with a cane, or a worker walking with a shovel, or carrying a heavy box.

[@cptairwolf]

This is brilliant work guys, it looks very convincing compared to what I'm seeing even in upcoming video game release.

[@oushihuahua9308]

Hey! It's you! AI in assassins creed Unity! So familiar with the way he walk!

[@monkeyman1282]

This is the character movement that death stranding needed.

[@spartankongcountry6799]

Nice work. Especially the terrain work.

[@XradicalD]

This is just amazing! Hopefully we see story driven games to implement this type of technology. I imagine how an uncharted game would feel even more natural or hell, the next Elder scrolls game using this, would feel a lot less clunky.

[@IslandOfPanau]

really amazing to watch.... I understood about 5% of it, but so cool still

[@theanimatedflame]

Insanely cool. Definitely gives me inspiration to get back into the technical/programming side of game animation.

[@ataman5]

Fantastic job, how fluid the movement was wow!

[@hayden867]

This is so splendid. Such an impressive neural network. I would be interested to read/learn more about the phasing mechanism - it gives such mind blowing and smooth results!

[@RayModding]

Awesome work! Would love to see this in a game.