Where is a good place to find scientific images w/o violating copyright?

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Creating a website about astronomy that includes figures from journal articles raises concerns about copyright violations. While some journals may allow the use of figures, it is essential to verify their policies, as many may require permission for high-volume public use. Utilizing resources like Wikipedia is an option, but the goal is to feature unique diagrams not available there. For space-related images, NASA and ESA provide many public domain resources that can be used freely with proper attribution. However, the focus here is on diagrams that elucidate physical processes, rather than typical Hubble or space imagery.
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Okay, so I'm thinking about creating a website about astronomy. One thing I'd like to do is to include a lot of figures from journal articles. But I fear that including these diagrams will violate copyright. Are there certain journals that pretty much allow anyone to post figures without violating copyright? I know that Wiki is a good place to start (as all the images there are under the creative commons license), but I'd like to highlight examples/figures that aren't on Wiki, since my website will be useless if it just gets everything from Wikipedia.
 
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You could ask the publisher for permission to use the images, but I don't know how many of them would appreciate high-volume use on a public website. Alternately, if these are space pictures that you're looking for, many come from NASA / ESA anyways, and, IIRC, are public domain free for use (so long as attribution to NASA / ESA is maintained).
http://en.wikipedia.org/wiki/File:Messier51_sRGB.jpg
 
Oh okay. Yeah, I don't really care much for Hubble/space pictures (there are already enough of those sites); I care more about diagrams that actually explain the physical processes involved.
 
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