Pedestrian Near Miss Detection at Crossings

Pedestrian Near Miss Detection brings a vehicle passing close to a pedestrian at a crossing without visible contact to an operator for review.

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The Visible Condition

Describe What the Camera Can Show

The observable condition is a vehicle passing close to a pedestrian at a crossing without visible contact at a marked urban crossing. A frame can bring the scene to an operator. It cannot establish intent, cause, or the right response.

A near miss is a relationship between a vehicle path and a pedestrian path. The Dallas set shows a turning pickup, a vehicle in a wider arterial view, and an SUV stopped across the crossing. Reviewers need the approach and crossing sequence; an isolated vehicle crop is insufficient.

An authorized operator can enter a plain-language prompt such as “Alert when a vehicle fails to yield to a pedestrian at this crossing.” StreamVLM™ evaluates sampled live frames from selected cameras against it. A match enters the IREX event flow.

Each detector has its own confidence threshold and alert cooldown. The team tests wording and settings on its cameras.

StreamVLM™ evaluates sampled frames, so a brief action can fall between samples. Test the actual camera view and response timing before relying on this prompt for an urgent event.

This prompt can be evaluated alongside the Multi-Camera Traffic Analytics trained module. Compare their frame-rate needs and operational fit during a site-specific pilot.

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Operational Fit

Plan the View and Review

Camera Placement

Use a fixed view of the vehicle approach and complete crossing. Check lighting, scale, and occlusion on site.

Operator Decision

The reviewer should check pedestrian movement and vehicle path for traffic-safety follow-up. The prompt does not decide this automatically.

Likely False Matches

Check for perspective, a pedestrian waiting at the curb, or a safe pass. Tune camera selection and alert settings during a pilot.

From Prompt to Action

How an Alert Becomes a Decision

  1. 01

    Describe and Select

    Use observable wording such as “Alert when a vehicle fails to yield to a pedestrian at this crossing.” on cameras that show the complete relevant scene.

  2. 02

    Review the Event

    Open the match and surrounding footage. Compare with ordinary scenes such as perspective, a pedestrian waiting at the curb, or a safe pass.

  3. 03

    Apply the Site Procedure

    Traffic staff review the clip under local rules. The prompt does not automatically establish fault or a collision.

Pilot Questions

Validate on Your Cameras

Visibility
Can the view consistently show a vehicle passing close to a pedestrian at a crossing without visible contact? Test representative lighting, weather, and occlusion.
False Alerts
Sample ordinary scenes, especially perspective, a pedestrian waiting at the curb, or a safe pass, then tune prompt, threshold, and cooldown.
Human Review
Agree who checks a match and how to check pedestrian movement and vehicle path for traffic-safety follow-up. No universal accuracy figure is published for this prompt.

FAQ

What does pedestrian near miss detection report?

It reports a match to a described visible condition: a vehicle passing close to a pedestrian at a crossing without visible contact. An operator reviews footage before deciding what happened.

Can a match establish intent or liability?

No. A sampled frame cannot establish intent, authorization, responsibility, or cause. Staff check context and follow local procedure.

Can a single frame establish a right-of-way violation?

No. Staff review the movement sequence and applicable local rules. The prompt is an alert for review, not an automatic fault finding.

How should we evaluate it?

Test representative cameras and ordinary scenes, including perspective, a pedestrian waiting at the curb, or a safe pass. Agree on useful alerts and missed events. IREX does not publish a universal accuracy figure for this prompt.

Test Pedestrian Near Miss Detection on Your Cameras

Choose representative views of a marked urban crossing. We can scope the prompt, alert settings, and review procedure for a pilot.

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