Coldwater Labs Tunnel Hazard Detection

Input Frame

Source image

id=1
Analyzed source image
Evidence basis

Model assessment is based on visible image evidence from this frame only.

Source

gallery

Analysis Report

/results/1

No visible hazards detected

Sedan with no visible hazards.

CLEAR
Sedan View good Inference success No hazard indicators flagged
Risk score 0
Status success
View quality good
Key observations
No explicit hazards detected

No visible hazard conditions were elevated from this frame, so the assessment leaned on scene clarity and general vehicle context.

Vehicle type
Sedan
Scene visibility
good
Flagged conditions
0
Inference status
success

Hazard Matrix

Structured observations

confidence 0.00–1.00
cargo above rear profile not detected
0.98
rear protrusion not detected
0.97
roof cargo not detected
0.99
open tailgate not detected
0.00
loose cover not detected
0.96

Debug

Raw model payload

application/json
{
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  "created_at": 1776812336.0,
  "error": null,
  "incomplete_details": null,
  "instructions": "You are analyzing a still image from a fixed tunnel car wash camera mounted above and behind a vehicle. Only use visible evidence. Do not guess when visibility is poor. Return JSON only. Do not classify as CLEAR, REVIEW, or STOP.",
  "metadata": {},
  "model": "gpt-5.4-mini-2026-03-17",
  "object": "response",
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      "id": "msg_0173d651ff49f2e90069e801333be08190a2f575c727a48e74",
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        {
          "annotations": [],
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          "type": "output_text",
          "logprobs": []
        }
      ],
      "role": "assistant",
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  "safety_identifier": null,
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  "text": {
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      "schema_": {
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            },
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            "additionalProperties": false
          },
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        },
        "required": [
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      "strict": true
    },
    "verbosity": "medium"
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  "top_logprobs": 0,
  "truncation": "disabled",
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  "completed_at": 1776812340,
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