Yes. I've seen the same behaviour by my S3. One morning I decided to wear a different watch and the battery got to 0% from 65% by lunch.
When not at home it wasn't connected to my phone but it was connected to my home WiFi. Since it doesn't have a sim it won't be looking out for network...