I'm not sure if this tip has been shared before but at least based on the images from POF Ad Scraper, people don't do this.
Did you know that PNG file contains a fuckton of unnecessary data and that just by ripping that out, you can get PNG quality but GIF/JPG/smaller sizes? I have seen cases where image size drops by over 90%!
Why do this? Isn't it obvious? With banners; if your image loads faster than the next guy's, your ad is going to be displayed sooner. With your own site; your LP loads faster, you save bandwidth (money) and get better ROI.
Did you know this (based on Amazon's study):

Read more here.
If you are a Mac user, go to ImageOptim.com and download a free tool. Rips out unnecessary crap from GIFs and JPGs also, very cool.
If you are a Windows user, 1) think about changing to Mac, it's just so much better and 2) check out PNGOptimizer - I have no idea if this tool does JPG and GIF also.
Disclaimer: I have absolutely no affiliation with either tools - just a helpful tip.
Great tip qhead! Make sure you host your landing page images on a cloud and you are all set 
Also, for a large lander with many images, CSS sprites can give a significant performance boost. Basically compiles all images into one big image and then calls upon sections of that large image to display. E.g. http://draeton.github.com/stitches/
Another thing why sprites are in many cases impractical is testing. If you keep all your images inside one image (I have actually seen many cases), you'll have a bad time when you try to split test an image.Never thought of those points, nice. Have never used sprites but I can see why the hassle is a turn off.
@qhead : agree with what you've said, the only things I go for cloud solution is to backup my stuff in case my hard disk fail
Thanks OP for sharing this. This is definitely important when we are working on international traffic while most of us get our hosting in US. When lots of small optimization added up together, and with huge volume we will see significance increase in ROI.
Hey mate. Thanks for information. I also noticed there is a Windows version for optimizer at ImageOptim site.
Its the link http://trimage.org/
for sprites try http://www.spritecow.com/ it makes stuff alot easier.
Also for the images does smushit.com (from yahoo) remove the junk? I've used that in the past and it seems to work pretty well.