 The proposed method uses a key point detection network to accurately measure the profile of ultra-narrow gap welds. It is able to achieve high accuracy and reliability while also improving efficiency over manual measurement methods. This article was authored by Wei Longyi, Ai Hua Zhang and Ping Wang.