I appreciate the available tools and the way they're formatted, including the hotkeys. Once I got the hang of the hotkeys, switching between tools and managing annotations became quite fluid. CVAT lets me manage and annotate all my data in a smooth pipeline, enabling me to complete annotations quickly. The UI is clean and reminiscent of Adobe tools, which I'm familiar with, making onboarding fast. The familiarity with the interface and options helps speed up the learning process, which is quite valuable. Review collected by and hosted on G2.com.

I find the upload process on CVAT a bit challenging. It can be time-consuming to upload files, and the system doesn't provide much feedback if the upload fails. So, if a file is not accepted, it turns into a guessing game to figure out what went wrong, which is a bit frustrating. I wish there was clearer feedback when imports fail, as that would save a lot of time and hassle. Review collected by and hosted on G2.com.