What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

agentCLAWHUBUnverified

Driver Facial Flushing / Sweat Abnormality Detection | 驾驶员面部潮红/出汗异常检测

Using an in-cabin DMS camera, the system analyzes the driver's facial video in real time, detecting skin color variation (flush index, derived from red-channel ratio in RGB or skin-color models) and sweat-droplet / reflective area (via image texture and reflection features). | 通过车载DMS摄像头实时分析驾驶员面部视频，检测面部肤色变化（潮红指数，通过RGB色空间中的红色分量比例或肤色模型）以及汗珠/反光面积（通过图像纹理和反射特征）。当潮红指数显著升高（可能提示血压升高、发热或情绪激动）或出汗区域面积超过阈值（可能提示热应激、低血糖或心脏问题）时，输出健康风险提醒，建议驾驶员停车休息或就医。

OpenClaw

View on ClawHub Homepage

Rank

Safety

Downloads

2.2k

Updated

Oct 9, 2026

Version

1.0.12

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 2.2K downloads reported by the source. Last updated 10/9/2026.

Avoid when

Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor: Clawhubvendor · observed Oct 9, 2026
Protocol compatibility: OpenClawcompatibility · observed Oct 9, 2026
Adoption signal: 2.2K downloadsadoption · observed Oct 9, 2026
Latest release: 1.0.12release · observed Oct 3, 2026
Handshake status: UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s17cfv2h26b7hq5w47tgfy23xx83z9x6:smyx-driver-flushing-sweat-detection-analysis

Install using `clawhub skill install s17cfv2h26b7hq5w47tgfy23xx83z9x6:smyx-driver-flushing-sweat-detection-analysis` in an isolated environment before connecting it to live workloads.
No published capability contract is available yet, so validate auth and request/response behavior manually.
Review the upstream CLAWHUB listing at https://clawhub.ai/smyx-sunjinhui/smyx-driver-flushing-sweat-detection-analysis before using production credentials.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-smyx-sunjinhui-smyx-driver-flushing-sweat-detection-ana/snapshot"

Documentation

CLAWHUB

157,780 characters of source documentation, loaded on request.

Extracted files

5 files captured from the source.

SKILL.md

---
name: "smyx-driver-flushing-sweat-detection-analysis"
description: "Using an in-cabin DMS camera, the system analyzes the driver's facial video in real time, detecting skin color variation (flush index, derived from red-channel ratio in RGB or skin-color models) and sweat-droplet / reflective area (via image texture and reflection features). | 通过车载DMS摄像头实时分析驾驶员面部视频，检测面部肤色变化（潮红指数，通过RGB色空间中的红色分量比例或肤色模型）以及汗珠/反光面积（通过图像纹理和反射特征）。当潮红指数显著升高（可能提示血压升高、发热或情绪激动）或出汗区域面积超过阈值（可能提示热应激、低血糖或心脏问题）时，输出健康风险提醒，建议驾驶员停车休息或就医。"
version: "1.0.16"
license: "MIT-0"
---

# 🥵 Driver Facial Flushing / Sweat Abnormality Detection | 驾驶员面部潮红/出汗异常检测
> **智能分析中枢** · 图片/视频智能分析 · 结构化报告 · 历史报告云端查询

---

## 🧭 技能概览 | Overview

| 模块 | 内容 |
|---|---|
| 🏷️ 技能名称 | **驾驶员面部潮红/出汗异常检测** |
| 🎯 核心目标 | 通过车载DMS摄像头实时分析驾驶员面部视频，检测面部肤色变化（潮红指数，通过RGB色空间中的红色分量比例或肤色模型）以及汗珠/反光面积（通过图像纹理和反射特征）。当潮红指数显著升高（可能提示血压升高、发热或情绪激动）或出汗区域面积超过阈值（可能提示热应激、低血糖或心脏问题）时，输出健康风险提醒，建议驾驶员停车休息或就医。 |
| 🖼️ 输入类型 | 图片、视频、本地文件、网络 URL |
| 📝 输出能力 | 结构化分析报告、识别/监测结果、建议与报告链接 |
| 🧩 场景码 | `SMYX_DRIVER_FLUSHING_SWEAT_DETECTION_ANALYSIS` |

Using an in-cabin DMS camera, the system analyzes the driver's facial video in real time, detecting skin color variation (flush index, derived from red-channel ratio in RGB or skin-color models) and sweat-droplet / reflective area (via image texture and reflection features). When the flush index rises significantly (possibly indicating elevated blood pressure, fever or strong emotion) or the sweating area exceeds the threshold (possibly indicating heat stress, hypoglycemia or cardiac issues), it outputs a health-risk reminder and suggests the driver to rest or seek medical help. The skill aims to help drivers stay aware of their physical state and avoid accidents caused by sudden illness. Application scenarios: passenger cars, commercial vehicles, ride-hailing fleets, freight fleets. Real-time monitoring; when flushing or heavy sweating is detected, it voice-prompts 'please pay attention to your physical state, rest is recommended' or pushes the event to the fleet-management platform. Skill features: sudden illness of drivers (e.g., heart attack, heatstroke, hypoglycemia) often leads to vehicle loss of control and major accidents. AI real-time monitoring of facial flushing and abnormal sweating provides an early reminder for drivers to take a break or seek help, reducing accident risk. Can serve as a value-add feature on DMS systems, especially suitable for commercial and ride-hailing fleets.

通过车载DMS摄像头实时分析驾驶员面部视频，检测面部肤色变化（潮红指数，通过RGB色空间中的红色分量比例或肤色模型）以及汗珠/反光面积（通过图像纹理和反射特征）。当潮红指数显著升高（可能提示血压升高、发热或情绪激动）或出汗区域面积超过阈值（可能提示热应激、低血糖或心脏问题）时，输出健康风险提醒，建议驾驶员停车休息或就医。该技能旨在辅助驾驶员关注自身健康，避免因突发疾病引发事故。应用场景：乘用车、商用车、网约车、货运车队。系统实时监测，当检测到面部潮红或大量出汗时，通过语音提示'请注意身体状态，建议休息'或推送至车队管理平台。技能特点：驾驶员突发疾病（如心梗、中暑、低血糖）往往会导致车辆失控，引发重大事故。通过AI实时监测面部潮红和出汗异常，可早期提醒驾驶员关注自身状态，采取休息或求助措施，降低事故风险。该技能可作为DMS系统的增值功能，提升车辆主动安全水平，尤其适合营运车辆和网约车平台。

## 🤖 AI 角色 | AI Role
| 角色要点 | 说明 |
|---|---|
| 说明 1 | **假设你是一个专业的驾驶员健康监测 AI。你的任务是分析驾驶员面部视频，检测面部潮红指数（肤色中红色分量的变化）和出汗区

_meta.json

{
  "ownerId": "kn7cyxkr2ymf7zwsrybpedg8xx83ywrj",
  "slug": "smyx-driver-flushing-sweat-detection-analysis",
  "version": "1.0.12",
  "publishedAt": 1791036145246
}

references/api_doc.md

# API 接口文档

此处用于存放驾驶员面部潮红/出汗异常检测 API 的接口文档，待后续补充。

## 接口规范

- 基础地址：由 smyx_common 配置统一管理
- 认证方式：API Key 鉴权
- 响应格式：JSON

## 主要接口

1. `/web/health-analysis/v2/start-health-analysis` - 启动驾驶员潮红/出汗异常检测任务
2. `/web/health-analysis/v2/get-health-analysis-result` - 获取潮红/出汗分析结果
3. `/web/health-analysis/page-health-analysis-result` - 分页查询历史异常事件
4. `/health/order/api/getReportDetailExport?id={id}` - 导出完整报告

## 场景代码

- `SMYX_DRIVER_FLUSHING_SWEAT_DETECTION_ANALYSIS` - 驾驶员面部潮红/出汗异常检测

## 输入约束

- 摄像头：车载 DMS 摄像头，**优先使用彩色（RGB）通道**；纯红外通道无法识别潮红
- 安装位置：方向盘上方 / A 柱 / 仪表台上方，正对驾驶员面部
- 帧率：≥ 15 FPS；分辨率 ≥ 480p
- 光照尽量稳定（白平衡固定），避免强逆光、车窗滤色片严重影响 RGB
- 戴口罩会显著降低潮红面积识别可靠性

## 关键观测特征

- `flush_index` - 面部潮红指数（基于 RGB 红色分量比 / 肤色模型偏移，0-1）
- `flush_area_ratio` - 潮红区域面积占面部 ROI 的比例
- `sweat_glare_area_ratio` - 汗珠/皮肤反光面积占面部 ROI 的比例
- `skin_texture_score` - 皮肤纹理粗糙度（受汗液/油脂反光影响）
- `baseline_flush_index` - 当次会话起始基线潮红值（用于变化幅度判定）
- `flush_index_delta` - 当前潮红指数相对基线的变化幅度

## 默认阈值（可由调用方覆盖）

- 潮红指数阈值：`flush_index > 0.6` 或 `flush_index_delta > 0.25`
- 出汗反光面积阈值：`sweat_glare_area_ratio > 0.15`（约 15% 面部 ROI）
- 持续时间阈值：异常状态持续超过 5 秒触发提醒

## 预警类型

- `facial_flushing` - 面部潮红显著升高（可能与血压升高 / 发热 / 情绪激动等相关）
- `excessive_sweating` - 大量出汗（可能与热应激 / 低血糖 / 心脏不适等相关）
- `combined_flush_sweat` - 潮红 + 出汗同时出现（更高优先级提醒）

## 输出字段（参考）

- `driver_detected` - 是否检测到驾驶员
- `face_visible` - 面部是否可见（戴口罩/严重遮挡时为 false）
- `flush_metrics` - 潮红相关指标（flush_index / flush_area_ratio / flush_index_delta）
- `sweat_metrics` - 出汗相关指标（sweat_glare_area_ratio / skin_texture_score）
- `warning_type` - 触发的预警类型
- `warning_message` - 预警提示文本（如"驾驶员面部潮红指数上升 0.32 且额头出汗反光面积 22%，请注意身体状态，建议就近停车休息"）
- `recommend_action` - 建议的座舱联动动作（voice_alert / fleet_upload / event_record）

> 仅输出基于视觉的面部潮红/出汗异常现象提示，不提供血压、心脏病、中暑、低血糖等具体医学诊断；如有不适请及时就医并由专业人员评估。

skills/smyx_analysis/references/api_doc.md

# API接口文档

## 接口规范

- 基础地址：由 smyx_common 配置统一管理
- 认证方式：API Key 鉴权
- 请求格式：支持文件上传
- 响应格式：JSON

## 错误码说明

| 错误码 | 说明       |
|-----|----------|
| 400 | 请求参数错误   |
| 401 | API密钥无效  |
| 403 | 权限不足     |
| 413 | 文件过大     |
| 415 | 不支持的文件格式 |
| 500 | 服务器内部错误  |

scripts/config.yaml

{}

Github ReposUpdated 10h agoRank 70

AionUi

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

MCPOPENCLAW

Github ReposUpdated 6mo agoRank 70

activepieces

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

OPENCLAW

Github ReposUpdated 6mo agoRank 70

cherry-studio

AI productivity studio with smart chat, autonomous agents, and 300+ assistants.