HomeRobotics & KinematicsVision-Counted Pill Dispensing vs Manual Counting

Vision-Counted Pill Dispensing vs Manual Counting

Fill prescription orders two ways: a manual/volumetric weight-based estimate that is often a few pills off, versus a robotic vision-gate that counts every pill one at a time and always lands on the exact ordered amount. Compare per-order outcomes and running accuracy.

Robotics & Kinematics3DEasy60 FPS
vision-counted-pill-dispensing-vs-manual-counting ↗ Open standalone

Filling a prescription requires dispensing the exact number of pills ordered. A manual or volumetric method — weighing a poured batch and dividing by the average pill weight, or a human counting quickly by hand — is prone to small errors that grow with order size and time pressure. A robotic system that vision-counts each pill through a singulation gate instead achieves essentially perfect accuracy at any batch size. Toggle between the two methods, dispense a series of randomized prescription orders, and watch the per-order outcome and running accuracy comparison build up.

⚙ Under the hood

Fill a series of prescription orders two ways: a manual/volumetric weight-based estimate that drifts a few pills off the ordered amount, especially at higher counts, versus a robotic vision-gate that singulates and tallies every pill one at a time and always stops on the exact order. Watch each order land exact, under or over, and compare running accuracy between the two methods.

roboticspharmaceutical automationpill countingcomputer visiondispensing accuracyquality control

3D · Three.js / WebGL renderer · 60 FPS target · runs fully client-side, no install

What did you find?

Add reproduction steps (optional)