机器视觉

从传感器到智能视觉

相关应用


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一个全新智能、互联的机器世界正推动着工业4.0智能工厂的发展，这将彻底改变产品的生产、测试和运输方式。智能工厂通过采用机器视觉算法和智能优化自动化流程，提升产品质量和产量。

  • 质量保证——包裹/零部件检验/瑕疵检测
  • 测量/计量
  • 指导、零件追踪和识别
  • 光学字符识别和验证（OCR/OCV）
  • 条形码/二维码读取器和模式识别
  • 视觉机器人
Machine Vision

莱迪思FPGA专为机器视觉优化，拥有以下优势：

  • 比同类FPGA功耗最多低75%
  • 小尺寸——4 mm x 4 mm起
  • 优化的传感器I/F——2.5 Gbps硬核 MIPI D-Phy/通道，1.5 Gbps I/O用于SLVS-EC和LVDS接口
  • 5Gbps PCI-e用于帧抓取器和视频处理系统
  • 高性能、低延迟
  • LatticemVision和LatticesensAI解决方案集合

莱迪思mVision和LatticesensAI解决方案集合提供现成灵活的IP构建模块、参考设计和平台，进一步加速产品开发。

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框图

Embedded Vision Camera

应用案例

Machine Vision Block Diagram放大图片

IP网络摄像头

  • 传感器接口——MIPI、LVDS
  • 可定制的ISP用于图像处理
  • 基于莱迪思sensAI的人工智能目标/瑕疵检测
  • JPEG-XS压缩实现Gigabit IP网络的无损低延迟数据流传输
Machine Vision Camera Processing放大图片

机器视觉摄像头处理

  • 传感器接口、硬核MIPI、SLVS EC、LVDS
  • 定制化ISP用于图像处理
  • Lattice sensAI人工智能检测物体/瑕疵
  • 接口——GigE Vision、USB3 Vision、CoaxPress
Machine Vision Frame Grabber Video pre/co processing放大图片

机器视觉帧抓取器视频预/协处理

  • GigE Vision、USB 3 Vision或CoaxPress I/F连接到PC
  • FPGA的视频预处理/协处理
  • Lattice sensAI人工智能检测物体/瑕疵
  • 硬核5 Gbps PCI-e Gen 2连接主机
Multi Sensor Machine Vision Cameras放大图片

多传感器机器视觉摄像头

  • 双传感器多/高光谱摄像头
  • 环境传感器
  • 图像融合/处理
  • 3D/ToF处理
  • 音频处理
  • 接口——GigE Vision、USB3 Vision、CoaxPress
Edge AI Processing放大图片

网络边缘AI处理

  • 将一个或多个CSI-2图像传感器桥接到处理器接口
  • 高达3 Mb的内部RAM用于处理
  • 为 CPU分担推理功能，实现对象检测/计数
  • 将视频桥接和边缘AI集成到单个器件中

参考设计

MIPI CSI-2 to PCIe Reference Design

Reference Design

MIPI CSI-2 to PCIe Reference Design

CertusPro™‑NX MIPI CSI‑2 to PCIe reference design streams camera video to a PC via DMA on the Versa Board, with Linux drivers and capture‑to‑display demo.
CertusPro-NX 
CSI, FPGA, MIPI, OS, PCIe, Video Tx/Rx, AR / VR & Drones, Home Control Appliances & Security, IoT & Wearables, Notebooks & PCs, Printers, Smart Toys & Robots, Tablets, Automotive, Lattice mVision, Lattice Automate, Nexus PCIe 
MIPI CSI-2 to PCIe Reference Design
MIPI CSI-2转HDMI参考设计

Reference Design

MIPI CSI-2转HDMI参考设计

MIPI CSI-2转HDMI参考设计包括了仿真设计所需的可综合的MIPI-HDMI内核设计和激励发生器、检查器和测试平台。
Avant-E 
Lattice mVision, MIPI, HDMI, CSI-2, I2C 
MIPI CSI-2转HDMI参考设计
POS PHY Level 3链路

Reference Design

POS PHY Level 3链路

Enables real-time detection, classification, and tracking of multiple objects in images and video streams at the edge.
CertusPro-NX 
D-PHY, OSPI, PCIe, USB, SPI, I2C, AXI, APB, Lattice sensAI 
POS PHY Level 3链路
POS PHY Level 3链路

Reference Design

POS PHY Level 3链路

Enables real-time identification and classification of defects in manufacturing, assembly, and inspection processes at the edge.
CertusPro-NX 
D-PHY, OSPI, PCIe, USB, SPI, I2C, AXI, APB, Lattice sensAI 
POS PHY Level 3链路
条码检测参考设计

Reference Design

条码检测参考设计

该演示使用了CertusPro-NX语音和视觉机器学习板及其基于Yolov5 NN模型的摄像头条形码检测功能。
CertusPro-NX 
Machine Learning/AI, Lattice sensAI, Barcode Detection 
条码检测参考设计
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演示示例

莱迪思图像信号处理演示

演示

莱迪思图像信号处理演示

为嵌入式视觉开发套件提供基于ECP5 FPGA的完整ISP示例设计，非常适合工业、医疗和汽车应用。
ECP5 / ECP5-5G, CertusPro-NX 
Image Signal Processing, Lattice mVision, Space, Defense, Satellite Communications, Launchers 
莱迪思图像信号处理演示
Multi Object Detection Demonstration

演示

Multi Object Detection Demonstration

Enabling real-time detection, classification, and tracking of multiple objects in diverse environments.
CertusPro-NX 
D-PHY, OSPI, PCIe, USB, SPI, I2C, AXI, APB, Lattice sensAI 
Multi Object Detection Demonstration
Defect Detection Demonstration

演示

Defect Detection Demonstration

Enabling real-time detection and classification of defects in manufacturing, assembly, and inspection processes.
CertusPro-NX 
PCIe, USB, SPI, I2C, AXI, APB, D-PHY, OSPI, Lattice sensAI 
Defect Detection Demonstration
Human to Machine Interfacing Demonstration

演示

Human to Machine Interfacing Demonstration

Human-to-machine interface demo uses FPGA-accelerated NN models for detecting, positioning, and identifying persons.
CrossLink-NX 
NN Models, Person Detection, UART, Lattice sensAI, sensAIEdgeVisionSDK 
Human to Machine Interfacing Demonstration
条码检测演示

演示

条码检测演示

该演示使用CertusPro-NX语音和视觉机器学习板实现条码检测算法。
CertusPro-NX 
Machine Learning/AI, Lattice sensAI, Barcode Detection 
条码检测演示
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IP核

MIPI CSI/DSI IP Core

IP Core

MIPI CSI/DSI IP Core

The MIPI® CSI/DSI IP is the unified and re-architected MIPI IP that provides a flexible solution for transmission and reception of high-speed video data over a Mobile Industry Processor Interface (MIPI)-compatible D-PHY interface in FPGA designs.
CrossLink-NX, Certus-NX, CertusPro-NX, MachXO5-NX 
CSI-2, DSI, MIPI, Modular MIPI/D-PHY, Video Tx/Rx, Lattice mVision, AR / VR & Drones, Home Control Appliances & Security, IoT & Wearables, Notebooks & PCs, Smart Toys & Robots, Tablets, Automotive, MIPI Bundle, Lattice Drive 
MIPI CSI/DSI IP Core
Image Signal Processing IP Cores Suite

IP Core

Image Signal Processing IP Cores Suite

The Lattice mVision ISP IP Core implements ISP pipelines for image quality enhancements in embedded designs based on Lattice FPGA devices.
CrossLink-NX, Certus-NX, CertusPro-NX, Avant-E, Avant-G, Avant-X, Certus-N2 
AXI, AXI-Stream, AXI-Lite Interface, AWB, Camera, CCM, CFA Interpolation, Debayer, Image Processing, Image Signal Processing, Lattice mVision, RGB, Defense, Avionics 
Image Signal Processing IP Cores Suite
高级CNN加速器IP

IP Core

高级CNN加速器IP

计算神经网络的各个网络层，包括卷积层、池化层、批量归一化层和全连接层。
CertusPro-NX, Avant-E, Avant-X 
Machine Learning/AI, Lattice sensAI, Object Detection, Object Identification, Home Control Appliances & Security, IoT & Wearables, CNN Bundle, Avionics 
高级CNN加速器IP
CNN Plus加速器IP

IP Core

CNN Plus加速器IP

CNN Plus IP是一款灵活的加速器IP，通过莱迪思FPGA的功能简化了超低功耗AI的实现。
CrossLink-NX, Certus-NX, CertusPro-NX 
Machine Learning/AI, Lattice sensAI, AR / VR & Drones, Home Control Appliances & Security, IoT & Wearables, Notebooks & PCs, Printers, Smart Toys & Robots, Tablets, UAVs, Automotive, CNN Bundle 
CNN Plus加速器IP
Helion IONOS图像信号处理IP系列

IP Core

Helion IONOS图像信号处理IP系列

来自Helion Vision的全面、高质量、可自行配置的ISP解决方案，包括了从基本到高级的高动态范围成像（HDRI）色彩流水线。
MachXO, LatticeXP2, LatticeECP3, CrossLink, ECP5 / ECP5-5G, CrossLink-NX 
HDR, Image Processing, Video Tx/Rx, Lattice mVision, Automotive, Avionics 
Helion IONOS图像信号处理IP系列
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开发板

CertusPro-NX Versa开发板

Board

CertusPro-NX Versa开发板

CertusPro-NX Versa板支持多种行业标准，如MIPI、SFP+、10 GbE、LPDDR4和PCIe (Gen3)，可用于快速原型开发和测试。
CertusPro-NX 
Lattice mVision, MIPI, LPDDR4, PCIe, Video Tx/Rx, IoT & Wearables, Smart Toys & Robots, Home Control Appliances & Security, Notebooks & PCs, Tablets, Printers, AR / VR & Drones, SFP, Lattice ORAN, Lattice Automate, GPIO Control, I2C, PMOD, SERDES, SMA, SPI, Automotive, Industrial Networking 
CertusPro-NX Versa开发板
嵌入式视觉开发套件

Board

嵌入式视觉开发套件

适用于网络边缘嵌入式视觉处理应用的模块化平台
CrossLink, ECP5 / ECP5-5G 
3D Video, Camera, DDR SDRAM, HDMI, Image Processing, Machine Learning/AI, Signal Aggregation, Video Tx/Rx, VIP, Lattice mVision, IoT & Wearables, Smart Toys & Robots, Home Control Appliances & Security, Notebooks & PCs, Tablets, Printers, AR / VR & Drones, UAVs 
嵌入式视觉开发套件
CertusPro-NX PCIe桥接板

Board

CertusPro-NX PCIe桥接板

CertusPro-NX PCIe桥接板支持PCIe和嵌入式视觉类型应用的视频桥接功能。
CertusPro-NX 
Lattice mVision, Lattice ORAN, PCIe, JTAG, SPI Flash, LPDDR4, PMOD, SERDES, X/S/RGMII, Industrial Networking, FMC 
CertusPro-NX PCIe桥接板
CrossLink-NX声音和视觉机器学习板

Board

CrossLink-NX声音和视觉机器学习板

专为采用莱迪思sensAI和CrossLink-NX器件的低功耗机器学习应用而设计。包括图像传感器、麦克风、HyperRAM和扩展端口。
CrossLink-NX 
CSI-2, CSI Camera, Camera, Microphone, PMOD, HyperRAM, Machine Learning/AI, Lattice sensAI 
CrossLink-NX声音和视觉机器学习板
CertusPro-NX System on Module (SoM) Board

Board

CertusPro-NX System on Module (SoM) Board

CertusPro-NX SOM Board is a comprehensive platform for rapid prototyping, proof-of-concept development, and demonstration of high-performance embedded and AI-driven applications.
CertusPro-NX 
SOM, RPi, HyperRAM, MIPI, PCIe, Lattice sensAI 
CertusPro-NX System on Module (SoM) Board
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