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Fast way to calculate 2D signed distance field


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#1 mokaschitta   Members   -  Reputation: 124

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Posted 07 February 2012 - 05:26 PM

Hi,

I am currently searching for a fast way to compute a signed distance field in 2D. I can only think of the brute force method i.e. (pseudocode):

for each pixel in bitmap do
	 closest = max number
	 for each other pixel do
		  dist = distance(pixel, other pixel)
		  if dist < closest then
			   closest = dist
		  end
	 end
end

Are there any obious optimizations? Did anybody maybe try to do it on the GPU? I know that the game pixel junk shooter computes a distance field each frame for dynamic collision objects so there has to be a way to get this pretty fast. Every idea, papers, links welcome!

Thank you!

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#2 Pragma   Members   -  Reputation: 395

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Posted 07 February 2012 - 06:10 PM

The fastest CPU algorithm I know is the one described in this paper: http://perso.telecom-paristech.fr/~bloch/ANIM/Danielsson.pdf
It is linear in the number of pixels (unlike the algorithm you describe, which is quadratic).
"Math is hard" -Barbie

#3 Pragma   Members   -  Reputation: 395

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Posted 07 February 2012 - 06:17 PM

Also I have an implementation of 3D signed distance transform in GPU Gems 2, chapter 8. You can find it here: ftp://download.nvidia.com/developer/GPU_Gems_2/CD/Copy%20of%20Index.html
The code is in dispmap/distance.cpp.
"Math is hard" -Barbie

#4 Postie   Members   -  Reputation: 1116

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Posted 07 February 2012 - 09:29 PM

The brute force way is slow, but accurate. As far as I can tell, all of the faster algorithms sacrifice varying degrees of accuracy to achieve their speed. While researching systems for rendering text for my current project I came across the following papers:

http://infoscience.e...ch/record/86623 (This link proposes a few corrections to Danielsson's technique)

http://citeseerx.ist...p=rep1&type=pdf (The "dead reckoning" signed distance transform)

I ended up implementing the transform outlined in the second paper, which is pretty quick, but has a few flaws.
Currently working on an open world survival RPG - For info check out my Development blog: ByteWrangler

#5 mokaschitta   Members   -  Reputation: 124

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Posted 08 February 2012 - 02:53 AM

thanks guys, I will look into these papers!

Edit: The last paper looks very good, thank you!

#6 CukyDoh   Members   -  Reputation: 220

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Posted 08 February 2012 - 02:47 PM

Just an FYI, jump to page 43 of this: http://fumufumu.q-games.com/gdc2010/shooterGDC.pdf to get a better look at PixelJunk's approach(es). They settle on some pretty SPU-intensive algorithms, so it may be of limited use to you. They do reference a few methods though.

If you don't anything that accurate (i.e. just edge detection), then you can always do a simple blur for the field approximation near edges, or the iterative style (Only comparing immediately neighbouring cells) for just a few repeats can also give a similar edge detection. Basically, it's worth asking yourself - Do I *need* the entire field, or just the edges? Posted Image

#7 mokaschitta   Members   -  Reputation: 124

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Posted 09 February 2012 - 02:56 AM

yeah I actually also thought about an iterative approach to circularily iterate surrounding pixels. that should be pretty fast in a pixel shader :). thanks for the paper, I will browse through it!

#8 samoth   Crossbones+   -  Reputation: 5032

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Posted 09 February 2012 - 05:10 AM

Should it not be possible to create a good approximation in practically zero time by rendering a series of textured quads with additive blending? I'm considered unsigned now because it's conceptually easier to grok, but I guess signed works just the same by dividing by 2 and offsetting by 1/2.

The idea is this:
A distance map encodes the distance to the nearest set pixel (in a value from 0 to 255, assuming an 8 bit texture). Pixels that are "in" or very close to are white or nearly so, pixels that are far away are black. The closer they get to "in", the lighter a shade of grey they take.
Also, you could say that the closer a pixel is to "in", the higher the likelihood that at any uniformly distributed random sample from a disk with a certain radius will "hit" the "in" pixel.

Thus, enable additive blending, set the scale to 1/256, and render 256 fullscreen quads which are biased by an evenly distributed random offset within some small radius (ideally 128, I figure?). The 256 quads could all go into one vertex buffer and render with one draw call.

Pixels will end up brighter the closer they are to an "in" texel. If this is not accurate enough, use a 16 bit texture (or enable/disable writes to the 3 color channels of a typical RGBA8 texture one after another) and do the same thing a few thousand times.

Graphics cards are ridiculously fast at drawing textured quads. On a "typical" texture size of, say 512x512, I would expect drawing a few hundred textured quads at several hundred FPS, even on a not-so-high-end-card.

#9 mokaschitta   Members   -  Reputation: 124

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Posted 09 February 2012 - 08:29 AM

hah, crazy idea! Not sure if the method is accurate enough for collision detection though, but its certainly a creative thought!

#10 agleed   Members   -  Reputation: 340

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Posted 09 April 2012 - 01:46 PM

Hey, mokaschitta, have you solved your problem yet and what did you end up using? I'm currently looking for a way to create a 2D signed distance field, too, but all those papers are awfully long and hard to understand. I hope you can shed some light on all of this.

Greetings




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