PostureSense currently recognizes configured poses using real-time body landmarks and rule-based biomechanical analysis.
VIRABHADRASANA II
Strengthens legs, arms, and shoulders. Opens hips and chest while developing single-leg stability and core focus.
CALIBRATION POSE
Establishes anatomical baseline alignment, evaluates shoulder levelness, and tests bilateral arm extension symmetry.
VRIKSHASANA
Improves single-leg balance, ankle stability, thigh strength, and mental focus while testing lateral body equilibrium.
BHUJANGASANA
Strengthens the spine extensors, opens chest and lungs, and evaluates thoracic extension flexibility.
PostureSense relies on objective, rule-based 3D landmark geometry — not black-box cloud AI or streaming video servers.
30–60 FPS video input captured via HTML5 MediaDevices API directly in your browser.
MediaPipe Tasks Vision WebAssembly extracts 33 3D body keypoints in a dedicated WebWorker.
Exponential Moving Average (EMA) filtering removes keypoint spatial jitter and recovers missing points.
3D vectors calculate exact joint angles (knees, hips, shoulders, spine, elbows) per frame.
Measured joint angles are matched against bounds defined in yoga_poses.json.
Form quality gate triggers continuous hold timer while posture alignment is sustained.
Every detected pose generates 8-dimensional telemetry logged upon session save.
Percentage match index between current joint angles and target pose rule bounds.
Continuous seconds held with valid posture alignment before form degradation.
Comparison of left vs right arm extension, leg alignment, and shoulder levelness.
Assessment of weight distribution and lateral body equilibrium over support base.
Postural sway and spatial keypoint variance over the duration of the hold.
Maximum angular articulation measured across joint flexions and extensions.
Confidence score indicating landmark visibility and camera detection reliability.
Weighted 8-dimensional score summary evaluating complete posture performance.
Launch live pose detection in your browser with standard camera access.