案例 17 · Tier-1 汽车零部件产线视觉质检 · 缺陷漏检 -74% · 良品率 +8% · 6 个月回本¶
TL;DR: Tier-1 汽车零部件产线视觉质检 · 缺陷漏检 -74% · 良品率 +8% · 6 个月回本. 方向: 政企/制造/医疗/合同/标书. 业务规模: Tier-1 auto-parts production line. 关键硬指标: defect escape -74%, first-pass yield +8%, one-pass rate +12%, 6-month payback. 技术栈: industrial PC + 4090, custom YOLOv8, PLC integration. 我的角色: vision model architecture, line integration, on-site 24x7 SLA. 客户名已隐去 (NDA).
- 方向: 政企/制造/医疗/合同/标书
- 行业: automotive-manufacturing
- 业务规模: Tier-1 auto-parts production line
- 硬指标: defect escape -74%, first-pass yield +8%, one-pass rate +12%, 6-month payback
Problem (业务问题)¶
传统人工质检疲劳 → 缺陷漏检 → 客户抱怨累积.
Solution (解决方案)¶
产线摄像头实时视觉推理 (自定义 YOLOv8 + 缺陷分类), 判定后直接 PLC 分流.
Tech Stack¶
industrial PC + 4090, custom YOLOv8, PLC integration
Result (硬指标)¶
defect escape -74%, first-pass yield +8%, one-pass rate +12%, 6-month payback
My Role (我的角色)¶
vision model architecture, line integration, on-site 24x7 SLA
相关¶
客户名已隐去 · 硬指标真实 · NDA 下可披露真实客户.