Tailored AI

4 FPS

Real-time pose estimation achieved on TV hardware with 4GB RAM

3 Platforms

Deployed across iOS, Android, and Tizen

Real-Time

Exercise rep counting and posture tracking via webcam

The Client

Confidential — Large Smartphone Manufacturer

A large smartphone manufacturer building a health application for their Smart TV platform — a virtual fitness trainer that counts exercise repetitions and tracks posture through the TV's webcam.

The Challenge

Pose Estimation on TV Hardware with Only 4GB RAM

Running pose estimation at the required 4 frames per second on TV hardware with only 4GB RAM — a fraction of what phones offer. Standard models were too resource-hungry, but accuracy couldn't be sacrificed because the system needed to correctly count reps and detect posture errors in real time.

What We Built

Cross-Platform Pose Estimation with Custom Interpolation

1. Model Training

Trained pose estimation and activity recognition models on proprietary data using OpenPose architecture.

2. Interpolation Algorithm

Developed a custom algorithm that approximates poses from previous frames, enabling lower-resolution processing without sacrificing accuracy.

3. Cross-Platform Deployment

Deployed optimized models across iOS, Android, and Tizen with platform-specific performance tuning.

4. Virtual Trainer Integration

Integrated with the health app to deliver real-time rep counting, posture feedback, and workout guidance.

Technology

Powered By

OpenPose Pose Estimation Activity Recognition Frame Interpolation Cross-Platform Deployment Resource Optimization

The Results

4 FPS on Constrained Hardware — Across Three Platforms

Achieved the 4 FPS target on resource-constrained TV hardware while maintaining accurate rep counting and posture tracking. Deployed across three platforms — iOS, Android, and Tizen — for the manufacturer's health ecosystem.

"The major challenge was running pose estimation at 4 frames per second on TV hardware. Our interpolation algorithm made the impossible possible."

— Engineering Team

Ready to Transform Your Operations?

We've delivered $100M+ in business impact across IT services, healthcare, HR tech, and fintech.

Book a Scoping Call