当前位置：首页>行业研报>【研报 A299】机器人行业研究:数据采集是物理AI最大短板,UMI/EGO/动捕/仿真四条路线,数采设备+数据服务产业链全梳理

【研报 A299】机器人行业研究:数据采集是物理AI最大短板,UMI/EGO/动捕/仿真四条路线,数采设备+数据服务产业链全梳理

  • 2026-07-19 22:36:04
【研报 A299】机器人行业研究:数据采集是物理AI最大短板,UMI/EGO/动捕/仿真四条路线,数采设备+数据服务产业链全梳理

摘要：数据短缺是物理AI核心瓶颈，人形模型训练所需多模态真实交互数据缺口巨大。拆解真机遥操作、光惯动捕、EGO第一视角、仿真合成四大数采路线，对比UMI无本体轻量化方案优势；梳理全国十余家大型数采工厂产能场景，覆盖奥比中光、诺亦腾、华依科技、帕西尼等硬件龙头，以及智元觅蜂、京东、海天瑞声等数据服务商，划分视觉/IMU/触觉设备、通用数采、工业垂类三大投资主线，提示技术迭代、产业化不及预期风险。

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  1. CONNECT:[ UseTime:0.000622s ] mysql:host=127.0.0.1;port=3306;dbname=e_15386;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000978s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000309s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000283s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000668s ]
  6. SELECT * FROM `set` [ RunTime:0.000234s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000710s ]
  8. SELECT * FROM `article` WHERE `id` = 459586 LIMIT 1 [ RunTime:0.000486s ]
  9. UPDATE `article` SET `lasttime` = 1784690528 WHERE `id` = 459586 [ RunTime:0.022962s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 65 LIMIT 1 [ RunTime:0.002367s ]
  11. SELECT * FROM `article` WHERE `id` < 459586 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000655s ]
  12. SELECT * FROM `article` WHERE `id` > 459586 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000525s ]
  13. SELECT * FROM `article` WHERE `id` < 459586 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.008925s ]
  14. SELECT * FROM `article` WHERE `id` < 459586 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.019389s ]
  15. SELECT * FROM `article` WHERE `id` < 459586 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.006331s ]
0.132415s