AI / Machine Learning / cv-13

Robot Pick-Point Perception Engine

Turns image and video streams into automated inspection, safety, and operational intelligence.

Robot Pick-Point Perception Engine project visual

Commercial Scale

$29,200 USD

Risk Reduced

Automation Reliability

Executive Situation

Warehouse robots struggled with mixed bins where overlapping items, reflective packaging, and partial occlusion made grasp planning unreliable.

Modular Solutions Response

We fused RGB-D point clouds, instance segmentation, and grasp pose scoring to select stable pick points. The engine returns candidate poses with collision checks and adapts thresholds by SKU material and bin density.

Industry

Manufacturing

Category

Computer Vision & Spatial Intelligence

Specialty

Production

Evidence Basis

Model + MLOps

PointNet++RealSenseROS2CUDA

parameters

46M point-cloud model

latency

82ms grasp proposal

training

83 GPU hours

loss

L = CE(graspable) + SmoothL1(pose)

Enterprise Security Gate

Network Access Restricted.

Detailed files, client-specific assumptions, and delivery channels remain controlled.