How many profiles do I need?

Noise Ninja's noise profiles can contain more than a dozen annotation fields, covering everything from the camera model and camera settings, to the ambient temperature. All of these things can affect noise, but that does not mean that you have to create profiles for all the possible combinations of values. Normally, you will shoot with most settings nearly the same for all images, and you'll be varying only one or two attributes like ISO. Also, some parameters like shutter speed have negligible effect in "normal" shooting conditions.

Here is an approximate grouping of the relative importance of different attributes:

For best results, try to create sets of profiles covering the "High Importance" attributes, with the "Moderate importance" attributes at or near the settings you use in day-to-day shooting. For specialized applications (for instance, long exposures or extreme outdoor temperatures), you might want to create profile sets that cover relevant ranges of those variables, too.

Keep it simple: The key is to hold most things relatively constant, and not to worry about things that don't matter.. For instance, for a given camera, the Maker, Model, Megapixels, Sharpness, Saturation, Contrast, Quality, and Color Space will change only infrequently for most photographers. The difference between RAW and JPEG Fine quality might be negligible in some workflows. Shutter speeds between, say, 1/8000 second and a few seconds might have little effect on noise levels (though this depends on the camera). Illuminant and temperature probably don't have a big influence over the normal range of shooting conditions (though CCD cameras in particular may be sensitive to temperature when combined with long exposure times).

Don't get overly concerned about having a "perfect" profile. Noise removal is inherently heuristic, and there is some statistical sampling randomness in the noise estimates. As long as your profiles are getting you "in the ballpark" you should be okay. However, the flexibility is available to handle special circumstances, and annotations can help you to know whether a particular profile set is likely to yield good results for your particular shooting preferences.

A note about Exposure Correction: The Exposure Correction annotation is currently specific to Adobe Capture Raw. It is extracted from XMP data that Capture Raw embeds in converted images. It corresponds to the amount of post-capture exposure adjustment. Since the adjustment is occuring after exposure, it can distort noise levels. By default the auto loader treats Exposure Correction like an ISO boost or cut, and it will try to select a higher or lower ISO profile to compensate. If you feel that this is not realistic for your particular camera, you can create camera profiles that cover different combinations of ISO and Exposure Correction, and the auto loader will try to pick the combination with the closest match to the corresponding image attributes. (Note that in-camera "exposure compensation" changes the exposure, it does not change the relationship between noise levels and tones. So, it isn't necessary to profile for this separately, and there is not a separate profile annotation for it.)