About 2 strides before the fence, think of bear hugging the horse with your lower legs. That should keep your lower body a bit more secure and keep you from being tempted to pinch with your knees. It'll help keep you from getting bounced up onto the horse's neck too. Looks like your off to a good start.
That's a sweet looking indoor arena. I'd love to ride in there.