Application Software Pack: ML Person Detector | NXP Semiconductors

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Application Software Pack: ML Person Detector

APPSWPACK-MLPD

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This software pack helps developers build products that are required to detect people using NXP’s i.MX RT1170 crossover MCU and eIQ® ML Software Development Environment. This project includes tested algorithms for vision intelligence (uVITA) and provides production quality software for customers to include in their end products.

The project uses a lightweight neural network (NN) model for multi-person detection that was developed with an open-source NN structure shufflenetv2. The model was trained to detect people based on COCO and PASCAL-VOC dataset. Use this application software pack to evaluate this person detector model along with the features provided by the eIQ ML Software Development Environment.

Download this Application Software Pack and follow the steps found in the corresponding lab guide.

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Features

  • Multiple person detection application based on highly efficient neural network
  • AI/ML edge computing
  • eIQ® machine learning (ML) software development
  • Complete and easy ML-based applications development, validation and performance analysis
  • Integration examples based on float and quantized models
  • Sample implementations available for the i.MX RT1170EVK and i.MX RT1060EVK
  • Related application spaces: people counting, people identification, abnormal event monitoring, human gait characterization, congestion analysis, fall detection for elderly people
  • Can be used for other types of object detection models

Supported Devices

  • i.MX-RT1170: i.MX RT1170: 1 GHz Crossover MCU with Arm® Cortex® Cores
  • i.MX-RT1060: i.MX RT1060: Crossover MCU with Arm® Cortex®-M7

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    Application Software Pack – ML Person Detector

    URLRev 0Mar 8, 2023APPSWPACK-MLPD-GITHUB
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Y true 0 SSPAPPSWPACK-MLPDen 5 Application Note Application Note t789 1 Data Sheet Data Sheet t520 2 Reference Manual Reference Manual t877 2 en_US en_US en Data Sheet Data Sheet 2 1 MIMXRT1171DVMAA,MIMXRT1172DVMAA,MIMXRT1175DVMAA,MIMXRT1176DVMAA 5 English The i.MX RT1170 is a new high-end processor of i.MX RT family, which features NXP’s advanced implementation of a high performance Arm Cortex®-M7 core operating at speeds up to 1 GHz and a power efficient Cortex®-M4 core up to 400 MHz. 1608111650188708415481 SSP 3.1 MB None None documents None 1608111650188708415481 /docs/en/data-sheet/IMXRT1170CEC.pdf 3108861 /docs/en/data-sheet/IMXRT1170CEC.pdf IMXRT1170CEC documents N N 2020-12-16 i.MX RT1170 Crossover Processors Data Sheet for Consumer Products /docs/en/data-sheet/IMXRT1170CEC.pdf /docs/en/data-sheet/IMXRT1170CEC.pdf Data Sheet N 980000996212993340 2024-03-04 pdf N en Mar 4, 2024 980000996212993340 Data Sheet Y N i.MX RT1170 Crossover Processors Data Sheet for Consumer Products 2 MIMXRT1062DVN6B 1 English The i.MX RT1060X processor has 1 MB on-chip RAM. 512 KB can be flexibly configured as TCM or general purpose on-chip RAM, while the other 512 KB is general-purpose on-chip RAM. The i.MX RT1060X integrates advanced power management module with DCDC and LDO that reduces complexity of external power supply and simplifies power sequencing. 1654164347525717923227 SSP 1.7 MB None None documents None 1654164347525717923227 /docs/en/data-sheet/IMXRT1060XCEC.pdf 1746062 /docs/en/data-sheet/IMXRT1060XCEC.pdf IMXRT1060XCEC documents N N 2022-06-02 i.MX RT1060X Crossover Processors for Consumer Products /docs/en/data-sheet/IMXRT1060XCEC.pdf /docs/en/data-sheet/IMXRT1060XCEC.pdf Data Sheet N 980000996212993340 2023-03-08 pdf N en Jun 2, 2022 980000996212993340 Data Sheet Y N i.MX RT1060X Crossover Processors for Consumer Products Reference Manual Reference Manual 2 3 3.0 English The reference manual describes the chip at a system level and provides an architectural overview. It also describes the system memory map, system-level interrupt events, external pins and pin multiplexing, external memory, system debug, system boot, multimedia subsystem, power management, and system security. 1608287450884737401956 SSP 35.1 MB Registration without Disclaimer None documents Extended 1608287450884737401956 /secured/assets/documents/en/reference-manual/IMXRT1170RM.pdf 35101097 /secured/assets/documents/en/reference-manual/IMXRT1170RM.pdf IMXRT1170RM documents Y N 2020-12-18 i.MX RT1170 Processor Reference Manual /webapp/Download?colCode=IMXRT1170RM /secured/assets/documents/en/reference-manual/IMXRT1170RM.pdf Reference Manual N 500633505221135046 2024-11-15 pdf Y en Nov 8, 2024 500633505221135046 Reference Manual Y N i.MX RT1170 Processor Reference Manual 4 3 English i.MX RT1060 Processor Reference Manual 1535698069034702444172 SSP 30.0 MB Registration without Disclaimer None documents Extended 1535698069034702444172 /secured/assets/documents/en/reference-manual/IMXRT1060RM.pdf 29973751 /secured/assets/documents/en/reference-manual/IMXRT1060RM.pdf IMXRT1060RM documents Y N 2018-08-30 i.MX RT1060 Processor Reference Manual /webapp/Download?colCode=IMXRT1060RM /secured/assets/documents/en/reference-manual/IMXRT1060RM.pdf Reference Manual N 500633505221135046 2023-03-08 pdf Y en Nov 11, 2021 500633505221135046 Reference Manual Y N i.MX RT1060 Processor Reference Manual Application Note Application Note 1 5 0 Chinese The crossover MCUs of NXP are ideal edge computing platforms and provide superior computing power. Application note, AN13924, Edge Computing Platform, RT1060, RT1170, eIQ, Machine Learning, uVITA, COCO, Pascal-VOC, Person Detection 1683786961702699215664zh SSP 3.5 MB None None documents None 1683786961702699215664 /docs/zh/application-note/AN13924.pdf 3493607 /docs/zh/application-note/AN13924.pdf AN13924 documents N N 2023-05-10 Multiple Person Detection with High-Efficient Neural Network on i.MX RT1060 and RT1170 /docs/zh/application-note/AN13924.pdf /docs/zh/application-note/AN13924.pdf Application Note N 645036621402383989 2024-12-13 zh May 8, 2023 645036621402383989 Application Note Y N 在i.MX RT1060和RT1170上使用高效神经网络进行多人员检测 0 English The crossover MCUs of NXP are ideal edge computing platforms and provide superior computing power. Application note, AN13924, Edge Computing Platform, RT1060, RT1170, eIQ, Machine Learning, uVITA, COCO, Pascal-VOC, Person Detection 1683786961702699215664 SSP 3.5 MB None None documents None 1683786961702699215664 /docs/en/application-note/AN13924.pdf 3493607 /docs/en/application-note/AN13924.pdf AN13924 documents N N 2023-05-10 Multiple Person Detection with High-Efficient Neural Network on i.MX RT1060 and RT1170 /docs/en/application-note/AN13924.pdf /docs/en/application-note/AN13924.pdf Application Note N 645036621402383989 2024-12-13 pdf N en May 8, 2023 645036621402383989 Application Note Y N Multiple Person Detection with High-Efficient Neural Network on i.MX RT1060 and RT1170 true 0 APPSWPACK-MLPD downloads en true 1 Y SSP Application Note 1 /docs/en/application-note/AN13924.pdf 2023-05-10 1683786961702699215664 SSP 5 May 8, 2023 Application Note The crossover MCUs of NXP are ideal edge computing platforms and provide superior computing power. Application note, AN13924, Edge Computing Platform, RT1060, RT1170, eIQ, Machine Learning, uVITA, COCO, Pascal-VOC, Person Detection None /docs/en/application-note/AN13924.pdf English documents 3493607 None 645036621402383989 2024-12-13 N /docs/en/application-note/AN13924.pdf Multiple Person Detection with High-Efficient Neural Network on i.MX RT1060 and RT1170 /docs/en/application-note/AN13924.pdf documents 645036621402383989 Application Note N en None Y pdf 0 N N Multiple Person Detection with High-Efficient Neural Network on i.MX RT1060 and RT1170 3.5 MB AN13924 N 1683786961702699215664 Data Sheet 2 /docs/en/data-sheet/IMXRT1170CEC.pdf 2020-12-16 1608111650188708415481 SSP 1 Mar 4, 2024 Data Sheet The i.MX RT1170 is a new high-end processor of i.MX RT family, which features NXP’s advanced implementation of a high performance Arm Cortex®-M7 core operating at speeds up to 1 GHz and a power efficient Cortex®-M4 core up to 400 MHz. None /docs/en/data-sheet/IMXRT1170CEC.pdf English documents 3108861 None 980000996212993340 2024-03-04 N /docs/en/data-sheet/IMXRT1170CEC.pdf i.MX RT1170 Crossover Processors Data Sheet for Consumer Products /docs/en/data-sheet/IMXRT1170CEC.pdf documents 980000996212993340 Data Sheet N en None Y pdf 5 N N i.MX RT1170 Crossover Processors Data Sheet for Consumer Products MIMXRT1171DVMAA,MIMXRT1172DVMAA,MIMXRT1175DVMAA,MIMXRT1176DVMAA 3.1 MB IMXRT1170CEC N 1608111650188708415481 /docs/en/data-sheet/IMXRT1060XCEC.pdf 2022-06-02 1654164347525717923227 SSP 2 Jun 2, 2022 Data Sheet The i.MX RT1060X processor has 1 MB on-chip RAM. 512 KB can be flexibly configured as TCM or general purpose on-chip RAM, while the other 512 KB is general-purpose on-chip RAM. The i.MX RT1060X integrates advanced power management module with DCDC and LDO that reduces complexity of external power supply and simplifies power sequencing. None /docs/en/data-sheet/IMXRT1060XCEC.pdf English documents 1746062 None 980000996212993340 2023-03-08 N /docs/en/data-sheet/IMXRT1060XCEC.pdf i.MX RT1060X Crossover Processors for Consumer Products /docs/en/data-sheet/IMXRT1060XCEC.pdf documents 980000996212993340 Data Sheet N en None Y pdf 1 N N i.MX RT1060X Crossover Processors for Consumer Products MIMXRT1062DVN6B 1.7 MB IMXRT1060XCEC N 1654164347525717923227 Reference Manual 2 /secured/assets/documents/en/reference-manual/IMXRT1170RM.pdf 2020-12-18 1608287450884737401956 SSP 3 Nov 8, 2024 Reference Manual The reference manual describes the chip at a system level and provides an architectural overview. It also describes the system memory map, system-level interrupt events, external pins and pin multiplexing, external memory, system debug, system boot, multimedia subsystem, power management, and system security. Registration without Disclaimer /secured/assets/documents/en/reference-manual/IMXRT1170RM.pdf English documents 35101097 None 500633505221135046 2024-11-15 Y /webapp/Download?colCode=IMXRT1170RM i.MX RT1170 Processor Reference Manual /secured/assets/documents/en/reference-manual/IMXRT1170RM.pdf documents 500633505221135046 Reference Manual N en Extended Y pdf 3.0 Y N i.MX RT1170 Processor Reference Manual 35.1 MB IMXRT1170RM N 1608287450884737401956 /secured/assets/documents/en/reference-manual/IMXRT1060RM.pdf 2018-08-30 1535698069034702444172 SSP 4 Nov 11, 2021 Reference Manual i.MX RT1060 Processor Reference Manual Registration without Disclaimer /secured/assets/documents/en/reference-manual/IMXRT1060RM.pdf English documents 29973751 None 500633505221135046 2023-03-08 Y /webapp/Download?colCode=IMXRT1060RM i.MX RT1060 Processor Reference Manual /secured/assets/documents/en/reference-manual/IMXRT1060RM.pdf documents 500633505221135046 Reference Manual N en Extended Y pdf 3 Y N i.MX RT1060 Processor Reference Manual 30.0 MB IMXRT1060RM N 1535698069034702444172 true Y Softwares

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