Side-fire video, organized around the vehicle track.
Tollscopic DOT# watches the vehicle pass from the side, tracks the physical vehicle through the camera view, selects evidence frames, and sends a durable package to the cloud.
Door markings are on the side. The camera needs to be too.
A plate camera watches the front or rear of the vehicle. For the carrier panel, the right geometry is side-fire — the camera sees the tractor door as the vehicle moves through the calibrated capture zone.
Detect first. Track second. Gate third.
The edge detects vehicles, tracks each physical vehicle through the field of view, and uses calibrated geometry to admit likely commercial-vehicle candidates. Recall is prioritized — plausible commercial vehicles are not silently dropped.
Per-frame detection finds vehicles in the capture zone. No assumptions about lane or direction at this stage.
Each detection is associated to a vehicle track. The track, not the frame, is the evidence unit.
Calibration and geometry gate likely commercial vehicles. Downstream classes absorb false positives honestly.
The best frame is the one that helps the model read.
The system looks across the vehicle track and selects frames with useful angle, sharpness, placard visibility, and temporal diversity. The first frame and the largest frame are not always the answer.
What leaves the roadside is a package, not a stream.
The edge buffers through network problems and uploads a single durable package per vehicle track. The cloud receives selected evidence frames with the metadata it needs to reason about them.
{
"track_id": "tk_2026_05_20_a8c2f",
"site_id": "plaza_42",
"lane": "L3",
"captured_at": "2026-05-20T14:33:05Z",
"vehicle_class_hint": "tractor+trailer",
"selected_frames": [
{ "frame_id": "03", "uri": "...", "quality": 0.92 },
{ "frame_id": "04", "uri": "...", "quality": 0.88 }
],
"trajectory_summary": "...",
"calibration_ref": "cal_l3_2026q2",
"camera_id": "cam_l2",
"edge_version": "edge-2026.05-a"
} The edge keeps the track. The cloud does the rest.
Side-fire capture, calibrated zones, vehicle tracking, frame selection, and durable upload. The roadside part is meant to be practical.