Replace per-track line-crossing counter with a single event state machine
gated by foreground pixel count (ENTER=250, EXIT=150) and finalized by
quiet-exit or timeout. Direction inferred from centroid excursion
(up_score vs down_score) on quiet-exit fires, and from net displacement
(last_c vs first_c) on timeout fires.
Tuning reflects bench data at the intended 7' overhead mount: walkers
produce smaller centroid excursions than originally modelled, so
EXTENT gates, MIN_TRAJ, MAX_FRAMES and REFRACTORY were all relaxed from
their initial guesses. Constants and rationale live in firmware/lib/cv/cv.h.
Bench results (8 isolated walks, 4 entries + 4 exits):
* Event detection: 8/8 (100%)
* Aggregate entries+exits split: 4+4 (matches)
* Per-walk direction labelling: 4/8 (~50%)
Document explicitly that per-walk direction is unreliable at this mount
and that downstream analytics should trust only gross traffic
(entries + exits). Recovering direction would require a physical mount
change or a richer signal; both are out of scope for v1.
Tooling:
* tools/replay_logs.py — replay event state machine against captured
[F] diagnostic lines, for offline tuning without flash-test loops.
* firmware/src/main_capture.cpp + tools/capture_frames.py +
tools/replay_frames.py — raw-frame capture firmware and Python port
of the detector, kept in tree for future iteration even though the
TimerCamera-F serial driver stripped specific byte ranges in testing
and log-based replay became the working path.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
A single person walking under the overhead camera was generating both an
entry and an exit within a few seconds — the line-crossing logic treated
a blob's traversal into one side of the frame and out the other as two
separate events whenever the track spawned near the line, oscillated
against shadows, or churned at creation.
Replaced line-crossing semantics with directional traversal:
- Each track records spawn_y at creation and a counted flag.
- An event fires only if the track is not yet counted, spawned firm on
one side of the line (|spawn_y - line_y| > CV_TRAVERSAL_MARGIN_PX),
and is now firm on the opposite side. Direction of travel determines
entry vs exit. The track is then flagged counted — one trip, one count.
- Cooldown remains as a secondary safety net.
main.cpp: single/double LED pulse on entry/exit detections. Saves and
restores the current LED state so upload (yellow-on) and no-WiFi
indicators aren't clobbered.
Tests updated to walk blobs beyond the margin and register two new
cases: wobble-at-line doesn't count, and a reversed full traversal
doesn't double-count on the same track.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
- Reduce debug level to 1 (errors only) for production builds
- Replace BLE pause/resume with full deinit/reinit during HTTP uploads (~25KB freed)
- Add 60s boot report delay for fast post-deploy connectivity verification
- Add device_id to BLE batch and heartbeat request bodies
- Correct API host to http:// (plain HTTP, not HTTPS)
- Add HTTP response logging and CV entry/exit serial logging
- Create root README.md with operator setup and architecture overview
- Update design spec: HMAC format, BLE memory approach, request body shapes, reporting intervals
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
loopTask: cv_init() created a CVState{} temporary (9KB background
array) on the stack — fixed by initializing members directly.
cam task: cv_process() had uint8_t fg[CV_PIXELS] (9KB) as a local
variable — made static, matching the existing fg_copy fix.
cam task stack bumped from 4096 to 8192 for headroom.
Also: switch to 4MB OTA partition table (TimerCamera-F has 4MB flash,
not 8MB), add CONFIG_ARDUINO_LOOP_STACK_SIZE=16384 build flag,
upload_speed=115200 and --no-stub for reliable CH340 flashing.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Replaces empty stub with full application: camera+CV task on core 1 at
5 fps, hourly reporter task on core 0, WiFi reconnect loop, 5-second
factory reset via BOOT button (GPIO37), LED on GPIO2 for status.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
