定制化图像开放平台(http://ai.baidu.com/customize/common/welcome)
支持自定义训练图像识别模型。通过在可视化的平台上提交少量测试数据,经过1-2天的训练周期,即可以得到属于自己的模型。同时我们提供标准的模型上线工具,开发者或者企业用户可以快速申请获得API接口。
欢迎免费体验测试:
总体流程:①创建模型 — ②训练模型 — ③模型上线 — ④拓展训练
1. 创建模型:登录百度账号后提交基础信息,点击“创建模型”,填写模型名称和使用场景,即可开始创建模型。
2. 训练模型:上传训练图片压缩包,开始训练。训练完成后会得到模型的初步评估结果,模型状态可从“我的模型”中查看。训练图片的要求见文档底部注意事项。
3.模型上线: “训练完成”的模型即可申请模型上线。
预计一周左右可完成训练,上线后在“我的模型”查看“上线详情”,获得专有的定制图像识别API,同时参考API文档(http://ai.baidu.com/docs#/ImageClassify-API/top)即可正常使用。
4. 扩展训练:后续如有识别类型扩展的需求,可以进入“我的模型”,选择需要拓展的模型,选择“扩充”,继续上传新的压缩包,进行训练。
注意事项:
- 样本组织流程:①梳理最细粒度识别目标list — ②采集或整理训练样本
- 训练样本要求:为保证训练效果,尽可能提交实际业务中需要识别的图片作为训练集,同时尽可能覆盖不同光线、不同角度、不同背景的样本图片。
- 上传要求如下:
① 将待训练图片存放至对应分类的文件夹中,建议每个分类至少上传100张,图片格式要求为jpg、png、bmp、jpeg,大小1M左右,长宽比适宜。
② 文件夹需要以实际业务场景使用的相应分类结果来命名,至少需要上传2个分类文件夹投入训练(如果实际业务场景中需要识别出“其他”类结果,请以其他作为单独一个文件夹补充训练集上传)
③ 分类文件夹整体压缩,以.zip格式上传,单次上传压缩包需要在500M以内;
④ 将压缩包上传至训练平台,同一训练集最多支持10个压缩包。
⑤ 注意,数据质量将直接影响训练效果,请提前检查上传文件中是否有损坏、图片及压缩包格式是否正确。
- 训练方式:所有上传图片中70%作为训练集,30%作为校验训练效果集
- 训练失败原因说明:
训练失败的可能原因如下:
- 提交训练文件有损坏
- 提交训练集无文件夹(比如提交一批散乱的图片)
- 提交压缩包无法解压(比如上传一半异常关闭浏览器导致压缩包不完整、压缩包格式有误)
- 提交图片格式有误
- 提交训练集只有1个分类文件夹
- 其他异常请加入qq群:649285136咨询了解
训练模型如何调优:
- 补充训练集图片量
- 优化图片质量。
- 优化训练集分类规则
- 如有针对性调优或疑问可加入qq群:649285136 咨询了解
厉害了,跪拜
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我例举了可能失败的原因,复查下
为什么我老是训练失败啊,我找不到原因,有人可以帮忙解答一下吗?谢谢了
麻烦提交个工单让技术人员看看这块问题的原因
验证失败,请刷新页面重试。总是出现这样的提示。
验证模型老是失败。
就想问问,训练出来的API就我自己能用,还是百度也能用,还是百度可以开放出来大家都能用?
不错不错,学习了~
厉害了,跪拜
干货啊
又看了一遍...一到两周的痛点还是莫名的喜剧.^_^
不错不错,注意事项值得学习
在线的模型。离线化要走工单问下官方人员看看
训练完成以后的模型可以下载吗
你要去学版规了...这样是不行的.
好棒!
面包会有的~城堡会有的~
楼主会的东西真多..这好干货.
面包会有的~