I researched a lot and didn't find any solutions, so far I only can add VF pages to record Detail page. I saw there was a Salesforce idea posted for long time  https://success.salesforce.com/ideaview?id=08730000000Br8CAAS , but it seems Salesforce still doesn't support this.

So is it possible to add visualforce page on record Edit page now?