A novel model called KITPose has been developed for general mammal pose estimation, focusing on structure-supporting dependencies among keypoints. The model incorporates keypoint-specific clues and introduces techniques such as Generalised Heatmap Regression Loss and adaptive weighting to enhance performance, achieving state-of-the-art results in various datasets.