Image Annotation for Computer Vision Software
Below is a modified rendering of the review: private info excluded, innate facts kept.
Introductory information
A few words almost your organisation and personal responsibilities
Our organisation uses computer vision and machine learning to liberate advanced analytics to professional and college sports teams.
Desired goal
What issue was the provider supposed to deal with?
Helpware?We need big volumes of pictures to be annotated accurately to train our computer vision standards. This includes bounding boxes about players and labeling them based on specific instructions.
What were your objectives for this project?
We wanted to ramp our picture exprogramation space up and down fastly without impacting the rest of our business.
Provided solution
What were the reasons for choosing Helpware?
We attended six vendors and asked each to annotate a specimen of frames. We then selected Helpware based on their exactness and turnabout time, and their team',s answeringness and knowledge of our needs.
Helpware illustrious themselves by going over and over to make the project go smoothly. Other vendors asked us to change our processes to match theirs, but Helpware made sure to find a process that would make it as easy for us as practicable to work with them.
Describe the project in detail.
We granted thousands of pictures to be annotated, along with instructions. From there, Helpware adjusted its inner tools so that their team could annotate our pictures as efficiently and accurately as practicable. The Helpware team got on a call with us to review the process and fix the work was done according to our instructions. They implemented a hard QA process based on our feedback. The work was returned to us on time, and the team was fast to correct any issues.
Were there any dedicated directors or teams that you worked with?
I deal principally with a client accomplishment director, who then manages all on the Helpware side. They also have project directors and educeers on their side helping out with this project.
Results accomplishd
What results did you accomplish unitedly with Helpware?
We',ve improved our standards on two sports thanks to their help. One key is that they empower us to ramp our exprogramation space up and down without losing centre on our core business. The condition of their work is also key. In our business, feeding bad data into a standard is worse than not feeding any data at all. They',re providing high-condition pictures that are as good, if not better, than what we could have done in-house, without requiring us to hire any additional staff. In the end, they',ve befit an extension of our team thanks to their involvement and condition.
How do you rate the interaction and interaction with Helpware?
We adjoin by email and Slack. Their team is extremely answering to our questions and feedback and provides updates proactively. Their client labor has made the process as easy and smooth as practicable for us.
What precisely do you attend to be the key specialty of Helpware?
Their labor has been excellent. Other vendors made it hard for us to send them work, asking us to educe tools or do all of the QA for them. With Helpware, we can Slack instructions and pictures and we know that the team will take care of loading those into their method, adjusting the instructions to make sure they are foolproof, running some examples by us to make sure they',ve captured all, and over all implementing their own QA to fix what we take can be fed straightly into our standards with minimal involvement from our team.
What should be done better, if there are any desired improvements?
No, we’re very satisfied.
