You have the bar too far from your legs and your hips too low. Do you not notice the bar hitting your knees on both the way up and down?
Get the bar in closer and setup with you hips a little higher. Once you have this right, focus on breaking the weight off the ground by pressing the floor away with your legs, NOT just standing up by lifting your back.