According to WhatsApp's official FAQ, yes.
Privacy and security is in our DNA, which is why we have end-to-end encryption. When end-to-end encrypted, your messages, photos, videos, voice messages, documents, status updates and calls are secured from falling into the wrong hands.
The WhatsApp FAQ
This would make sense since the underlying Signal Protocol ...