ML-based motion detection and classification system for a boxing workout product
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About
We have built a high-precision model that classifies mid-air punches and strikes into the punching bag for the boxing app Boxx+. Read more
CASE STUDY DETAILS
Under MNDA
Seed to Series A Startup
Project work
1 - 5 people
6 - 9 Months
€50 - 250K
Agile
FOCUS AREA
Challenge, approach, and impact
R&D project for accelerometer-based boxing movements detection
The client was looking to build a boxing solution with Bluetooth trackers (punch pods) connected to a mobile app for end users. The system needed to detect a type of punch (jab, cross, hook, uppercut) in two different stances (Southpaw and Orthodox) to help non-professional and professional boxers track and improve their technique. The client expected the final delivery to be in the form of SDKs that can be easily integrated into native iOS and Android platforms.
Testimonials
“We have thoroughly enjoyed working with Lemberg Solutions. They are very efficient and provide accurate timelines for their work. We are really pleased with the project outcome and look forward to working with them again soon.“ Read more
Anna S.
Founder & CEO at Seed to Series A Startup
VERIFIED
“We have thoroughly enjoyed working with Lemberg Solutions. They are very efficient and provide accurate timelines for their work. We are really pleased with the project outcome and look forward to working with them again soon.“ Read more
Anna S.
Founder & CEO at Seed to Series A Startup
VERIFIED
“We have thoroughly enjoyed working with Lemberg Solutions. They are very efficient and provide accurate timelines for their work. We are really pleased with the project outcome and look forward to working with them again soon.“ Read more
Anna S.
Founder & CEO at Seed to Series A Startup
VERIFIED
“We have thoroughly enjoyed working with Lemberg Solutions. They are very efficient and provide accurate timelines for their work. We are really pleased with the project outcome and look forward to working with them again soon.“ Read more
Anna S.
Founder & CEO at Seed to Series A Startup
VERIFIED
“We have thoroughly enjoyed working with Lemberg Solutions. They are very efficient and provide accurate timelines for their work. We are really pleased with the project outcome and look forward to working with them again soon.“ Read more
Anna S.
Founder & CEO at Seed to Series A Startup
VERIFIED
“We have thoroughly enjoyed working with Lemberg Solutions. They are very efficient and provide accurate timelines for their work. We are really pleased with the project outcome and look forward to working with them again soon.“ Read more
Anna S.
Founder & CEO at Seed to Series A Startup
VERIFIED
Team Structure
Client Team
Daily point of contact
CTO
***** *****
Project stakeholder
CEO
***** *****
The client stakeholders worked closely with the team at Lemberg Solutions
Vendor Team
Governance
1 x Project Manager
Production
1 x iOS developer
Production
1 x Data Scientist
Production
1 x Lead Data Scientist
Production
1 x Android developer
Production
1 x QA Engineer
Production
1 x ML Engineer
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