Generated from real user reviews
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Burak C.
Small-Business (50 or fewer emp.)
5.0/5
"Great product and annotation service"
What do you like about CVAT?
As a company, we're using CVAT platform for annotations. Also we received the annotation service. It was a very good experience for us. All images ann
Rafael R.
Small-Business (50 or fewer emp.)
4.5/5
"CVAT made semantic segmentation of more than 500 images. Great quality and swift service."
What do you like about CVAT?
They were very open and flexible to our requirements, a quite complex semantic segmentation of bio images. The annotation speed was amazing. The quali
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Verified User
Small-Business (50 or fewer emp.)
3.5/5
"Easy-to-Use, User-Friendly Tools—With Room to Improve"
What do you like about CVAT?
Easy to use toool and user friendly Tools
Carmel S.
Small-Business (50 or fewer emp.)
5.0/5
"great services for image annotations"
What do you like about CVAT?
I want to share my outstanding experience using CVAT.AI services for my medical imaging thesis! 🏥Key highlights:Seamless integration with Google Cloud
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Aida F.
Mid-Market (51-1000 emp.)
5.0/5
"Fast, Professional, and Collaborative"
What do you like about CVAT?
Working with the professional CVAT team was a great experience. They combined high speed with good quality, and whenever they had any doubts, they ask
Carmel S.
Small-Business (50 or fewer emp.)
5.0/5
"great services for image annotations"
What do you like about CVAT?
I want to share my outstanding experience using CVAT.AI services for my medical imaging thesis! 🏥Key highlights:Seamless integration with Google Cloud
See Related User Reviews
Aida F.
Mid-Market (51-1000 emp.)
5.0/5
"Fast, Professional, and Collaborative"
What do you like about CVAT?
Working with the professional CVAT team was a great experience. They combined high speed with good quality, and whenever they had any doubts, they ask
Rafael R.
Small-Business (50 or fewer emp.)
4.5/5
"CVAT made semantic segmentation of more than 500 images. Great quality and swift service."
What do you like about CVAT?
They were very open and flexible to our requirements, a quite complex semantic segmentation of bio images. The annotation speed was amazing. The quali
See Related User Reviews
Carmel S.
Small-Business (50 or fewer emp.)
5.0/5
"great services for image annotations"
What do you like about CVAT?
I want to share my outstanding experience using CVAT.AI services for my medical imaging thesis! 🏥Key highlights:Seamless integration with Google Cloud
Odi D.
Enterprise (> 1000 emp.)
5.0/5
"Excellent platform, great service and support."
What do you like about CVAT?
High quality annotation and excellent support.
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Anand D.
Small-Business (50 or fewer emp.)
4.0/5
"A tool of great power, enabling its users to mark large sums of data quickly and efficiently."
What do you dislike about CVAT?
It is quite easy to get lost especially for the beginners, and some of the functions might make you dizzy especially to those who are conversant. Howe
Charan K.
Small-Business (50 or fewer emp.)
4.0/5
"Easy tool for Data Annotation."
What do you dislike about CVAT?
Initially it can be a little time-consuming to figure out how you upload the data and start annotation. Not beginner-friendly.
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Anand D.
Small-Business (50 or fewer emp.)
4.0/5
"A tool of great power, enabling its users to mark large sums of data quickly and efficiently."
What do you dislike about CVAT?
It is quite easy to get lost especially for the beginners, and some of the functions might make you dizzy especially to those who are conversant. Howe
See Related User Reviews
Aida F.
Mid-Market (51-1000 emp.)
5.0/5
"Fast, Professional, and Collaborative"
What do you dislike about CVAT?
One minor challenge was that in some complex cases, it seemed like the data might have been labeled with slightly different approaches — possibly by d
See Related User Reviews
Carmel S.
Small-Business (50 or fewer emp.)
5.0/5
"great services for image annotations"
What do you dislike about CVAT?
missing support for "large" images where each pixel is 16 bit.
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Verified User
Small-Business (50 or fewer emp.)
3.5/5
"Easy-to-Use, User-Friendly Tools—With Room to Improve"
What do you dislike about CVAT?
Can become slow when handling: Very large video files Thousands of images
I like CVAT for the differentiation of pictures and manual segmentation capabilities, which are really helpful for my annotation work. The initial setup was very easy for me. Review collected by and hosted on G2.com.
nothing Review collected by and hosted on G2.com.
I like using the SDK-CLI commands that can be executed from the console using Python scripts with CVAT. Review collected by and hosted on G2.com.
I don't understand why the AI segmenter 3 of CVAT doesn't work for me. Also, the filter for masks and images is complicated to handle and needs better explanation. Review collected by and hosted on G2.com.
Comprehensive set of annotation tools, good exports, Segment Anything integration Review collected by and hosted on G2.com.
The workflows can be a bit confusing, especially when it comes to the project and task hierarchies. Review collected by and hosted on G2.com.
CVAT is easy to use, and it does a great job of supporting the setup and management of multi-user teams. Review collected by and hosted on G2.com.
We found that, for the small datasets we work with, we could reduce costs by integrating the self-hosted version instead of using the shared, cloud-based option. Review collected by and hosted on G2.com.
Easy to learn and use. Intuitive for the most part. Review collected by and hosted on G2.com.
Price is quite high for solo user. 300 SEK per month currently, and for each extra user. I would have appreciated a lower price for each extra user. I would set the price around 150-200 SEK per month. Review collected by and hosted on G2.com.
The ability to separate workflows into projects tasks and jobs. Review collected by and hosted on G2.com.
That it's very difficult to tweak or alter existing projects, like adding a single image. Review collected by and hosted on G2.com.
Working with the professional CVAT team was a great experience. They combined high speed with good quality, and whenever they had any doubts, they asked questions so we could move forward together. Their website was also very convenient and effective for reviewing work. Overall, it was a very positive experience. Review collected by and hosted on G2.com.
One minor challenge was that in some complex cases, it seemed like the data might have been labeled with slightly different approaches — possibly by different annotators or through a mix of manual and automated labeling. However, once we provided feedback, the team was quick to make the necessary corrections to preserve consistency in our dataset. Review collected by and hosted on G2.com.
Easy to use toool and user friendly
Tools Review collected by and hosted on G2.com.
Can become slow when handling:
Very large video files
Thousands of images Review collected by and hosted on G2.com.
As a company, we're using CVAT platform for annotations. Also we received the annotation service. It was a very good experience for us. All images annotated and handed over to us smoothly. Review collected by and hosted on G2.com.
Everything is in high quality. We didn't have any issues with both annotation service and platform itself. Review collected by and hosted on G2.com.
The CVAT team was very responsive and took into account our feedback over multiple iterations of reviewing the annotation work that they did for us. The quality of the annotations was excellent. Review collected by and hosted on G2.com.
There was nothing strikingly negative about CVAT. If using the user interface it might take some back and forth to get used to it, but most things we needed were there. Review collected by and hosted on G2.com.