图像处理代码的调试

Question

What kind of debugging is available for image processing/computer vision/computer graphics applications in C++? What do you use to track errors/partial results of your method?

What I have found so far is just one tool for online and one for offline debugging:

1. bmd : attaches to a running process and enables you to view a block of memory as an image
2. imdebug : enables printf-style of debugging

Both are quite outdated and not really what I would expect.

What would seem useful for offline debugging would be some style of image logging , lets say a set of commands which enable you to write images together with text (probably in the form of HTML, maybe hierarchical), easy to switch off at both compile and run time, and the least obtrusive it can get.

The output could look like this (output from our simple tool):
http://tsh.plankton.tk/htmldebug/d8egf100-RF-SVM-RBF_AC-LINEAR_DB.html

Are you aware of some code that goes in this direction?

I would be grateful for any hints.

Answer 1

Coming from a ray tracing perspective, maybe some of those visual methods are also useful to you (it is one of my plans to write a short paper about such techniques):

1. Surface Normal Visualization. Helps to find surface discontinuities. (no image handy, the look is very much reminiscent of normal maps)

   color <- rgb (normal.x+0.5, normal.y+0.5, normal.z+0.5)

2. Distance Visualization. Helps to find surface discontinuities and errors in finding a nearest point. (image taken from an abandoned ray tracer of mine)

   color <- (intersection.z-min)/range, ...

   

3. Bounding Volume Traversal Visualization. Helps visualizing a bounding volume hierarchy or other hierarchical structures, and helps to see the traversal hotspots, like a code profiler (eg Kd-trees). (tbp of http://ompf.org/forum coined the term Kd-vision ).

   

   color <- number_of_traversal_steps/f

4. Bounding Box Visualization (image from picogen or so, some years ago). Helps to verify the partitioning.

   

   color <- const

5. Stereo. Maybe useful in your case as for the real stereographic appearance. I must admit I never used this for debugging, but when I think about it, it could prove really useful when implementing new types of 3d-primitives and -trees (image from gladius, which was an attempt to unify realtime and non-realtime ray tracing)

   

   You just render two images with slightly shifted position, focusing on some point

6. Hit-or-not visualization. May help to find epsilon errors. (image taken from metatrace)

   

   if (hit) color = const_a; else color = const_b

7. Some hybrid of several techniques.

   1. Linear interpolation: lerp(debug_a, debug_b)
   2. Interlacing: if(y%2==0) debug_a else debug_b
   3. Any combination of ideas, for example the color-tone from Bounding Box Visualization , but with actual scene-intersection and lighting applied

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You may find some more glitches and debugging imagery on http://phresnel.org , http://phresnel.deviantart.com , http://picogen.deviantart.com , and maybe http://greenhybrid.deviantart.com (an old account).

Answer 2

Generally, I prefer to dump bytearray of currently processed image as raw data triplets and run Imagemagick to create png from it with number eg img01.png. In this way i can trace the algorithms very easy. Imagemagick is run from the function in the program using system call. This make possible do debug without using any external libs for image formats.

Another option, if you are using Qt is to work with QImage and use img.save("img01.png") from time to time like a printf is used for debugging.

Answer 3

it's a bit primitive compared to what you are looking for, but i have done what you suggested in your OP using standard logging and by writing image files. typically, the logging and signal export processes and staging exist in unit tests.

signals are given identifiers (often input filename), which may be augmented (often process name or stage).

for development of processors, it's quite handy.

adding html for messages would be simple. in that context, you could produce viewable html output easily - you would not need to generate any html, just use html template files and then insert the messages.

i would just do it myself (as i've done multiple times already for multiple signal types) if you get no good referrals.

Answer 4

在Qt Creator中，您可以在常规C ++调试器中逐步执行代码的同时观看图像修改，请参见例如http://labs.qt.nokia.com/2010/04/22/peek-and-poke-vol-3/