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
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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
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
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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.
See Related User Reviews
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
The GUI is easy to use and review your dataset pre- and post- annotation. The API also allows easy transfer of files and annotations. Very well designed Review collected by and hosted on G2.com.
The price is really the only downside here Review collected by and hosted on G2.com.
I like pre-annotating data with CVAT.ai, it works really well. The platform is intuitive to use, and I quickly found what we intended to do. Compared to our self-built tool, CVAT.ai is simply incomparable. It greatly reduces the labeling effort, I estimate to a quarter to a fifth of what it would otherwise be. Overall, I find it really good, even if it might take a bit of time to get used to. Review collected by and hosted on G2.com.
Yes, so maybe it needs a bit of familiarization time, but overall I actually find it really good. Review collected by and hosted on G2.com.
Ease of use, simplicity, and cost for the value obtained Review collected by and hosted on G2.com.
Slowness in downloading large datasets, often involves several steps and occasionally there are specific errors Review collected by and hosted on G2.com.
The CVAT platform integrates seamlessly with Agents such as SAM2. Significantly improved annotation workflow. Performance is great, and it is easy to onboard the team to use CVAT. Lots of integration with AI too. Review collected by and hosted on G2.com.
There is a significant learning curve. The installation is not the easiest. Review collected by and hosted on G2.com.
I appreciate that their team is available and feels humble, genuinely looking to satisfy customers, and it's not complicated to get help. I also like their human approach. I love that they have student prices, making it accessible. The tool is user-friendly and easy to understand, even before reading their documentation, which makes it approachable. I also love the many options available to work with complementary tools like Segment Anything. Review collected by and hosted on G2.com.
Nothing! I disliked how zooming on images would sometimes block comments or options within, but after telling them about it, they resolved the issue. Review collected by and hosted on G2.com.
It helped us reduce the time required to annotate a large amount of data. Review collected by and hosted on G2.com.
Sometimes we need to reload the website because it freezes. Review collected by and hosted on G2.com.
I find CVAT easy to use, cloud-based, and cost-effective for our data annotation needs. The software is straightforward to teach to others, which is crucial for maintaining a standard operating procedure. Additionally, I appreciate that the initial setup was very easy. Review collected by and hosted on G2.com.
Improving multi select features. Review collected by and hosted on G2.com.
I enjoy being able to easily navigate multiple projects and collaborate with co-workers. If you're using the product a lot (weekly to daily), it is absolutely worth the price, especially if working in a team and collaborating on projects. Review collected by and hosted on G2.com.
It is sometimes difficult to find certain features. Review collected by and hosted on G2.com.
All of the hotkeys and tools for labeling Review collected by and hosted on G2.com.
It is slow at times, and only allows me to view single images at a time. Review collected by and hosted on G2.com.
A good tool for MV annotation projects and development. Pricing is also affordable Review collected by and hosted on G2.com.
Maybe there should be more foundation models available, along with a “single-shot” annotation option, so only a few images are needed instead of thousands. Review collected by and hosted on G2.com.