AvatarPose is a method for estimating the 3D poses and shapes of multiple closely interacting individuals from sparse multi-view videos. The technology reconstructs each person's personalized implicit neural avatar and uses it as a prior to refine poses through color and silhouette rendering loss, significantly enhancing the robustness and accuracy of 3D pose estimation in closely interactive scenarios.