Human Counting AI Demo

Lattice sensAI Demo

Scalable Solution - This human upper-body detection and counting demo utilizes Lattice’s ECP5 or CrossLink-NX FPGAs and their Convolutional Neural Network (CNN) acceleration engines.

Highly Customizable - This demo, based on the object counting reference design, is provided with end to end components to allow for modification of the object being detected.

Rapid Implementation - The demo utilizes popular Lattice’s Development Kit, which provide all components from image sensor to output to host system.

Features

  • Accelerated, low-power human presence detection and counting using neural network model
  • VGG, Mobilenetv1, Mobilenetv2, Resnet and SSD type structures are supported
  • TF Lite based implementation for ease of use
  • Reference designs are provided to enable design replication and transfer learning
  • Total power consumption of ECP5 FPGA is 0.85 W and CrossLink-NX less than 200mW
  • Processing at up to 60 FPS and VGA resolution
Lattice sensAI

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Block Diagram

Human Counting Demo using CrossLink-NX

Documentation

Quick Reference
Downloads
TITLENUMBERVERSIONDATEFORMATSIZE
Select All
CrossLink-NX Human Counting Demo
FPGA-UG-021201.012/16/2020PDF1.1 MB
CrossLink-NX Human Counting using VGG on EVDK Demonstration User Guide
FPGA-UG-021111.06/1/2020PDF1.4 MB
CrossLink-NX QVGA MobileNet Human Counting Using VVML Board Demonstration
FPGA-UG-021301.05/25/2021PDF1.5 MB
CrossLink-NX VGA MobileNet Human Counting on VVML Board Demonstration
FPGA-UG-021321.05/25/2021PDF1.5 MB
EVDK Human Counting Demonstration User Guide
FPGA-UG-020881.18/31/2019PDF1 MB
Human Counting using Mobilenet on EVDK Demonstration User Guide
FPGA-UG-020931.010/24/2019PDF1.1 MB
Human Counting using Mobilenetv2 on EVDK Demonstration User Guide
FPGA-UG-021081.05/20/2020PDF1 MB
Human Counting using Resnet on EVDK Demonstration User Guide
FPGA-UG-021071.05/20/2020PDF1 MB
RISC-V SoC-Based Human Presence Detection Using CrossLink-NX VVML Board Demonstration
FPGA-UG-021311.05/25/2021PDF1.5 MB

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TITLENUMBERVERSIONDATEFORMATSIZE
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CrossLink-NX Human Counting using Mobilenetv1 Demonstration Bitstream
1.012/16/2020ZIP467.8 KB
CrossLink-NX Human Counting using Mobilenetv2 Demonstration Bitstream
1.012/16/2020ZIP489.3 KB
CrossLink-NX Human Counting using VGG Demonstration Bitstream
1.012/16/2020ZIP1.1 MB
CrossLink-NX Human Counting using VGG on EVDK Demonstration Bitstream
1.05/20/2020ZIP1.1 MB
CrossLink-NX QVGA Mobilenet Human Counting on VVML Board
1.05/25/2021ZIP622 KB
CrossLink-NX TF Lite Human Counting on VVML Board Demo Bitstream
1.05/25/2021ZIP445 KB
CrossLink-NX VGA Mobilenet Human Counting on VVML Board
1.05/25/2021ZIP657.8 KB
EVDK Based Human Counting Demostration Bitstream
1.05/21/2019ZIP1.6 MB
Human Counting using Mobilenet on EVDK Demonstration Bitstream
1.010/23/2019ZIP1.2 MB
Human Counting using Mobilenetv2 on EVDK Demonstration Bitstream
1.05/20/2020ZIP1.2 MB
Human Counting using Resnet on EVDK Demonstration Bitstream
1.05/20/2020ZIP1.4 MB