sl-perception
c620dc51a7
Implements real-time person detection + tracking pipeline for the
follow-me motion controller on Jetson Orin Nano Super (D435i).
Core components
- TargetTrack.msg: bearing_deg, distance_m, confidence, bbox, vel_bearing_dps,
vel_dist_mps, depth_quality (0-3)
- _person_tracker.py (pure-Python, no ROS2/runtime deps):
· 8-state constant-velocity Kalman filter [cx,cy,w,h,vcx,vcy,vw,vh]
· Greedy IoU data association
· HSV torso colour histogram re-ID (16H×8S, Bhattacharyya similarity)
with fixed saturation clamping (s = (cmax−cmin)/cmax, clipped to [0,1])
· FollowTargetSelector: nearest person auto-lock, hold_frames hysteresis
· TENTATIVE→ACTIVE after min_hits; LOST track removal after max_lost_frames
with per-frame lost_age increment across all LOST tracks
· bearing_from_pixel, depth_at_bbox (median, quality flags)
- person_tracking_node.py:
· YOLOv8n via ultralytics (TRT FP16 on first run) → HOG+SVM fallback
· Subscribes colour + depth + camera_info + follow_start/stop
· Publishes /saltybot/target_track at ≤30 fps
- test/test_person_tracker.py: 59/59 tests passing
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>