Top Rated CVAT.ai Alternatives
What I like best about CVAT.ai is its intuitive interface and versatile annotation tools, which make it easy for students to handle data labeling efficiently. The platform’s collaborative features are also a big plus for group projects, helping streamline teamwork and improve productivity in the lab. Review collected by and hosted on G2.com.
One downside of CVAT.ai is its interface can be a bit complex for beginners. The array of features might be overwhelming, making it harder for new users to get started efficiently. Also, it can be slow when handling very large datasets, which can interrupt the workflow. Review collected by and hosted on G2.com.
13 out of 14 Total Reviews for CVAT.ai
Overall Review Sentiment for CVAT.ai
Log in to view review sentiment.
The best Cvat.ai does is that it has many annotation options that works with different Computer vision algorithms. Boxed, polygon and even Segmentation annotations are possible. They have few Pretrained models to select and annotated based on them, or we could upload our custom pre trained computer vision model and annotation based on the already annotated dataset. Very helpful tool if you want work on custom models as well. Review collected by and hosted on G2.com.
Intially it can be little time consuming to figure out, how you uoload the data and start annotation. Not beginner friendly. Review collected by and hosted on G2.com.

I want to share my outstanding experience using CVAT.AI services for my medical imaging thesis! 🏥
Key highlights:
- Seamless integration with Google Cloud API for efficient CT scan image upload and hierarchical organization.
- Intuitive annotation tools that facilitated smooth collaboration with our radiologist team.
- Robust platform supporting professional medical image annotation workflows.
- Flexible annotation export capabilities that seamlessly integrated with our development pipeline.
Special thanks to CVAT.AI
co-founder Nikita Manovich for providing exceptional personal support when I encountered technical challenges. Review collected by and hosted on G2.com.
missing support for "large" images where each pixel is 16 bit. Review collected by and hosted on G2.com.

Due to its simplicity and flexibility, it is possible to recommend CVAT for image and video annotation. Again the organization features, the UI/UX which was developed from the feedback of the professional annotators, its easy and efficient for big projects. Review collected by and hosted on G2.com.
It is quite easy to get lost especially for the beginers, and some of the functions might make you dizzy especially to those who are conversant. However, the fact that the files contain detailed information will offset this problem. Review collected by and hosted on G2.com.

Set of features that beats most of other platforms. Clear documentatation. Versatility- you can set it up in various ways- in prems, locally, in cloud and ven hosted by CVAT.ai
Copmpelling list of features: all annotation styles you can imagine- AABB, OBB, masks, poins, lines, polygons.
And you can get oif for free if you;re budget tight, and pro version if you have the resources, enjoying both words.
Great support and documentation, you may not find in commersial tools Review collected by and hosted on G2.com.
Well, it can be overwelming- so many options, so manu choises. But that is the price of versatility Review collected by and hosted on G2.com.

Easy interface
Collaboration with others
Versatility in annotating the images
We can use pre trained models to annotate images
And it is open source Review collected by and hosted on G2.com.
Compared to others it might not have advanced features in automation
Integrating custom models might need more learning
There will be some limitations in terms of storage , and all in free version
There will be some lag Review collected by and hosted on G2.com.

I found the platform highly intuitive and efficient for labeling and managing large datasets. Its user-friendly interface and the range of tools available made the annotation process smooth and streamlined, greatly enhancing productivity. Review collected by and hosted on G2.com.
I would recommend to make their UI design more modern. Review collected by and hosted on G2.com.
I like CVAT.ai’s intuitive interface and its powerful annotation tools that streamline the labeling process for machine learning projects Review collected by and hosted on G2.com.
I dislike that CVAT.ai can be resource-intensive, sometimes causing performance issues on less powerful hardware Review collected by and hosted on G2.com.

CVAT is good tool for image annitation also it provides labelling supptort for textual data too. It helped me to image segmentation for AI project. Implementation is easy.customer support is average. Review collected by and hosted on G2.com.
While annotating images need to improve some shortcut keys. they should add multiple output file support.Integration of data is quite diificult.I am not using frequently as other tool are easy to use for other tasks. Review collected by and hosted on G2.com.


Supports multiple type of annotation, Easy to annotate in team, Task management feature, integration with popular ML frameworks are good features. Review collected by and hosted on G2.com.
Complicated interface for beginners without training. Review collected by and hosted on G2.com.