Abraham struck his first goal for England in last night's 7-0 Euros qualifying rout of Montenegro last night, with Kane hitting a hat-trick.
"It's always been a dream for me to be on the same pitch as him," said Abraham. "Every day, I watch him and learn off him.
"To be on the same pitch with him, training with him every day, watching learning off him, it's always nice to have that type of player to learn from.
"It's for me to add to my game. You saw his great finishing, and it's the same even in training when he's practising, you can see his professionalism.
"He wants to be the best, to have someone like that to look up to is a dream."