A 1,000,000,000 Particle Simulation! 🌊 

All that goes through my mind when watching your videos is imagining when we get to the point of video games having these physics in real time, I hope I get to experience that

the channel's name has never been more faithful than now, 3:47 is the start of the new content and 5:47 is the end, exactly a two minute paper

Would love to see fluid simulations with drops of ink so we can see the flow and mixing.

Just a few more papers to go until I get my holodeck. Can't wait.

imagine a whole game that was simulated with[ physics down to the very atom, that would just be insane

2:41 nothing cheers me up more than that when I'm feeling down 🤣😂🤣 I reach for my papers, cling on to them and think about simulations then everything is magically ok.

The mathematics, physics and computer algorithms behind all these, and the folks with all the 3 skills and possibly more, wow.

This is soo amazing, I can't wait for powerful enough GPU's that may simulate blood cells transporting oxygen from the lungs to the brain!

If there ever was a channel that exudes hopefulness and positivity...it's Two Minute Papers. Thanks for everything you do!

That's some of the best moving fluid sims I've ever seen. Usually water looks kind of gooey but this looks really impressive.

The moment I saw the boat and leaves, I absolutely lost my mind. That looked so real!

Can't stop thinking that this technology is gonna upgrade the realism in visual effects

I know I am going to be an old man before we get to see this stuff fully implemented in any real setting but the fact that we can run these with some ease is showing that soon we could have realistic lava flows, actual animations as food cooks over time, realistic forging where you actually drop the metal out of the ore once it hits melting point. I hope to be able to make something like that at some point

Thank you for these videos, they keep me in the loop.

mixing this new code with the recent interpolated Ai tech will be extraordinary !

I think it would be valuable to mention what hardware the performance is achieved on. Are these run on a PC with $600 graphics card, or on a $10,000 workstation... or something bigger?

Hey man thanks a lot. I was really overwheld and confused but now it all makes sense. Thank you.

Question: Can we utilize AI to find some shortcuts or even deeper understanding on broader scale for physics by "reverse-engineering" their super-approximation for complex problems? I've seen something for CFD last year I think where they gained information about the underlying physics by extracting data from specific layers inside the NN.

Does it look good inside? Me: oh no, thats still unbaked dough! Him: yummy!

two minute papers that gos for six minutes. i love it!

I can't wait to tear bread in half realistically in vr.

This is eye candy!! This is exactky what I want to watch. Subbed!

Love your way of words

the only pain i got with 3d simulated liquids is that they don't get to have long stringy strings and the thin transparent flat bubble whole when you stretch it out for slime or honey.

I think it might be time to go through a few rounds of figuring out how to get the same results from fewer particles

Everytime I watch a video on this channel, I am blown away by the script. Such a phenomenal understanding of communication. There are no fluff sentences, and everything is said extremely precisely and simply, but with a complex inflection. It sounds wonderfully knowledgeable without sounding condescending or dumbed-down. Wonderfully spoken!!

This channel never fails to make my jaw drop.

These simulations looks so beautiful that I hope someday there will be an implementation into a software or even a sandbox game just to play around.

I…. Love It !!! Thank you for the videos !!!

I know it's impossible but imagine infinity powerful computer. We could simulate the Universe realtime and even speed it up

These papers never cease to amaze me, but my enthusiasm is unfortunately waning. So many years of incredible feats of ingenuity, just for it to see no usage in the industry. Common 3D softwares do not put any of these papers to use, and some find themselves a decade behind. Even something as beautiful as blender does not touch the modern power we have papers for, and is several years behind on the used techniques.

2:04 - YUMMO! That's pretty good, Károly! Quite impressive in fact.

3D monster porn is going to be insane in a few years

Very cool. If we could catalog and simulate virtually every element and mineral known to man, then run combinations through a super computer we could probably discover so many new combinations and cures for things too

This guy has so nice warm and happy voice

Wow, I have no idea how to even begin to simulate something and display it, mind blowing stuff.

I like it when he says « what a time to be alive »

I dreamed about things like this while taking computer science in high school...

that very first one got me, I had to think a moment and realize it had to be a simulation

the results are most amazing!!!

i love it that he's a doctor but he's excited like a freshman 😭

I can see one day being able to simulate these things so fast that we go to the point of simulating real life faster than real time and have all sorts of automata that can approach predicting the (very) near future

Please give him so many likes, this channel is so great!

A baking simulator with honey and butter melting into a perfect croissant,I would definitely buy it to save money,time,and ingredients from my futile efforts.

fire video, thanks bro

These projects are what really gets my juices flowing. Physics effects and finding ways to utilize them utterly fascinate me. This will be good for scientific research projects. Tho when transferring over to video games, we would need to discover new ways to make good physics, but without taxing the tech so much because we were trying to render so many individual particles.. I'm sure there is a way you can sort of roughly understand how that object will move and then have techniques that break apart the object into multiple structures that roughly understand the approximate outcome. So it gives the look of good physics responses in the game but in a manner that isn't too taxing to the hardware. *BTW I just gotta say, there is nothing more fun to me about gaming, then being able to just go around and dork around with the games mechanics when they are built to make a very reactive, responsive, impactful effect to it. It's really fun to just mess around with random things and see what abstract unknown creative things occurs with that games physics effects. It's so much better than a game that has preset animations for every action... That's what can bore me in a game.. I hope the gaming devs really realize that it really can be so much easier on them to make players happy again. That is just focus on plain old simple FUN! Heck most of us would tinker around with a game that's not super over the top, but gives you a creative environment area to play around in this sorta physics based sandbox area, and if the devs give players options and freedom within that, it can create a very addictive fun experience. I just saw this new sword fighting game that's historical and brutal, you die super easy like if it happened in real life. But. Those devs did a great thing where they provide completely open customizable modes that let you try out and practice all sorts of things against a cpu bot that is customizable, and when you get a kill/win, it smartly just spawns in the opponent again so you don't have start and stop breaking of the momentum and it entices that itch to keep messing around in these training sandbox modes and see all the things you can learn and it just gives me vibes of the games back in the 2000-2010's era type games. That had all these options for playing against the CPU bots if you were alone and couldn't play split screen, or online. Idk why that has ever fazed out of gaming but we really need to realize what makes games FUN AGAIN because if these game devs want to keep making lots of money? They HAVE TO MAKE THE FANS HAPPY. You make the players happy by creating (at their core) Fun Games!

His "now", "but", "yes", "so", "well" and "I" brings me unmeasurable inner calm

Ok. The leaf and the boat in the water was amazing

This is just right my alley!

That is insane! Very impressive simulation.

To be more precise, it is one thousand million particles, not a billion. But that it is still insane!!

This is really amazing 💚

Those simulations will be very goof to teach physics in school. Makes it much more interactive and requires far less imagination based on interpretation which is hard for someone whos just learning smth. Glorious

I understand maybe 50% of the technical jargain in this video. I'm here for the visuals and I thank you for what I got, lol.

I can’t wait for 100 years in the future to see how powerful these are

Wow imagine a virtual world completely made of these powerful animations! What a time to be alive!

It looks like we're hitting the uncanny valley with these simulations. Crumbling and smaller breaks are missing that little something, akin to video games before valve realized eyeballs should be slightly football shaped to look right. That's pretty darn close to looking real! This could even be considered a human issue, since adding irregularities and other noise that occur naturally would do the trick.

It's amazing how technique became 30+ times better in just 2 years.

Great video!

I am waiting when a full-dive VR will come. Holding on to the reality so long to throw it away!

I know you tell people to hold onto their papers, but I just dropped mine in awe.

I can't wait to play this on my PS8.

simulating baking on your computer will make your computer bake itself

THIS GETS MY MIND GOING!!!!!!!!!!!!!!!!!!!

Now, let's get to 1 trillion!!! I believe in you, little scientists!!! 🎉

Was that baking simulation... "pre-baked"....? XD Sorry I had to.

Your voice is the best asmr

We are getting closer to simulating our simulation!

this channel is so dear to my heart :D ..

This guy saying what a time to be alive fuels my life

These videos are exhausting. My arms are so tired from holding on to my papers!

you can SEEEEEEE bOOOOth tHREEEE OOOn a computer WEeeeLL

Great Video!! I was wondering what version of soft soft you recomnd for a beginner because I know there is a $99 bundle and a

That is fascinating and satifsfying.

“Hold on, I just gotta bake these textures”

AAAND AAAAAND AAAAAAAAND

THE BREAD SIMULATION THO

What a time to be alive

Every day I am trying to understand the powerf of computers. This is honestly breathtaking. I am so fucking proud that people made this.

I've always wondered... what software is being used in all these Two Minute Papers videos??? Seriously have never heard a word about where we can even try these things being showcased.

I watch one Random Forest video and now I’m loving the algorithm lol

I love watching your videos when I come home from work feeling a bit down. Your enthusiasm about progress in whatever are you cover makes me smile and gets me hopeful for the future. I hope your day is a fine one and keep it up!

imagine when we'll be able to play videogames running like this in real time and everything is particles instead of triangles.

So how do you keep your pc from disintegrating itself while doing this?

woah this is trippy man

I’ve actually created very similar simulations to the one you see here on my PC. I’ve got a GTX 1060 3GB and I know it’s not the most powerful but it can surprisingly do a decent amount of things like the jelly cube you show here. I’ve always struggled with achieving perfect water animations tho. Maybe one day I’ll have a PC that it will be possible on. 😂

Wow wow wow amazing video!

Should do a paper on how not all particles are the same. Materials are made of different types of anomalies, debris, materials, solids, semi solids, etc. like how a blueberry muffin has a muffin not cooked evenly, has blueberries, seeds, sugar grains, etc. all with different inherent properties.

2:30 A little confused about what exactly is a real photo. Aren't we looking at a simulation? Regardless, what a time to be alive!

This is unbelievable...

My wife and I were going to go to SIGGRAPH when they were in town last month, but we both completely forgot about it and didn't realize until like...2 weeks later. We had purchased tickets and everything....

Thanks, I always wondered what a ransom note would sound like.

Yeah, fluid simulations in different viscosities are cool and stuff, but the baking simulations in particular really blew my mind. How is that done?? Does the animator manually add the air bubbles to expand, or what? Absolutely blows my mind.

I've been learning about real-time fluid simulations, in particular two techniques: a simple grid-based one using the momentum formulation (meaning each grid cell has density and velocity), and another hybrid particle-but-sometimes-grid using the vorticity formulation (so each particle has vorticity). What approach is usually used for offline graphics?

Would this technique be useful for simulating water evaporation and condensation?

One thing that’s always missing in these photorealistic simulations is the slight flaws of using cameras in real life. The lens’s effects and whatnot. If added, these simulations would seriously be impossible to differentiate

What is the best way to get started with particle simulations as a privateer? Which soft- and hardware is necessary to get some bulk material simulations done? Is there anything open source or could nvidia omniverse create be a good starting point?

Excellent

Glad we're simulating all this honey, now technology has finally caught up for a sequel to The Bee Movie.

I also like the smoke particles coming from my pc