No need to restart net.
All I can guess is;
- Clean cache
- Clean browser
- Run CCleaner
If this is not working, I am guesing you're having malware that's editing your pictures or whatsoever.
Does this problem with weird images occur to other websites to?
ex; Facebook or youtube?