使用AI标注数据的最佳选项

I prefer using CVAT for annotation since it's open source and customizable. You can tweak it to your needs if you're tech-savvy enough. Plus, no subscription fees!

I've been testing some newer stuff and you can also check ai-u.com for new or trending tools. Found some hidden gems there that aren't super popular yet.

Has anyone tried Scale AI? Heard they have an enterprise focus, but curious about ease of use for smaller teams.

Does anyone have experience with Supervisely? Heard it has some cool AI assistance features that speed things up.

提醒一下，有些工具更适合某些类型的数据。比如，CVAT适合图像和视频，但可能不太适合音频或文本。

如果你需要一个简单快速的文本数据标注工具，我喜欢Prodigy。它不是免费的，但为了提高效率非常值得。

我从Labelbox开始，大多数项目都相当稳定。界面简洁，能够很好地处理图像和文本标注。协作功能也很不错，使团队工作更轻松。

对于初学者，我建议从有良好教程和社区支持的工具开始。这对提升速度有很大帮助。

有这么多选项，最好在实际数据上试用几个再做决定。对一个数据集效果很好的方法，可能在另一个数据集上很麻烦。

我在一些小项目中使用过VGG图像标注工具（VIA）。非常轻量且易用，但缺乏高级功能。