AI fitness testing solution for home-school mini programs: automatic grading of PE homework and fitness test counting

Home-school mini programs can integrate an AI fitness testing plugin that uses camera frame sampling, recognition of 17 human body keypoints, and motion analysis to achieve automatic counting, posture assessment, and scoring correction for more than ten types of exercises such as jump rope and sit-ups. The entire pipeline completes within a few hundred milliseconds on the phone, without uploading videos or relying on GPU servers, and can be integrated and launched in as fast as one to three days. The solution covers daily check-ins, automatic grading of fitness test homework, and movement guidance, and results can be exported with one click for physical health test data reporting.