Android compresses all the photos I see online
The compression is actually performed by your carrier. Almost all mobile network carriers compress images to reduce bandwidth use on slow mobile connections.

You can avoid the compression by switching to a Wi-Fi network, or using an HTTPS connection to the website you want: since HTTPS is secured from interception, the carrier can't replace the pictures with its compressed versions.