PNG is a lossless image format that supports transparency and truecolor, while JPEG is a lossy format that supports millions of colors but is best for final images. GIF supports animation and up to 256 colors, making it suitable for simple images. BMP is an uncompressed Windows format that is large in size but simple and widely accepted. The different formats have different strengths regarding image quality, file size, animation, and transparency.