Yolo Series Algorithm Deployment Guide

** Revision record **

Revision	Date	Description
1.0.0	2023/7/25	First Draft
1.0.1	2023/10/25	Markdown to HTML

directory

• 1. Disclaimer
• 2. Functional Overview
  • 2.1. Objective
• 3. Deployment of YOLOv5 Model for General Use
  • 3.1. Introduction
  • 3.2. Convert pt Model to onnx
  • 3.3. Preparing the Environment for Model Conversion
  • 3.4. Onnx to MLIR
  • 3.5. MLIR to INT8 Model
  • 3.6. TDL SDK Interface Description
  • 3.7. Compilation Instructions
  • 3.8. Test Result
• 4. Deployment of Yolov6 Model for General Use
  • 4.1. Introduction
  • 4.2. Convert pt Model to onnx
  • 4.3. Onnx Model Conversion cvi model
  • 4.4. Yolov6 Interface Description
  • 4.5. Test Result
• 5. Deployment of Yolov7 Model for General Use
  • 5.1. Introduction
  • 5.2. Convert pt Model to onnx
  • 5.3. Onnx Model Conversion cvi model
  • 5.4. TDL SDK Interface Description
  • 5.5. Test Result
• 6. Deployment of Yolov8 Model for General Use
  • 6.1. Introduction
  • 6.2. Convert pt Model to onnx
  • 6.3. Onnx Model Conversion cvi model
  • 6.4. TDL SDK Interface Description
  • 6.5. Test Result
• 7. Deployment of Yolox Model for General Use
  • 7.1. Introduction
  • 7.2. Convert pt Model to onnx
  • 7.3. Onnx Model Conversion cvi model
  • 7.4. TDL SDK Interface Description
  • 7.5. Test Result
• 8. Deployment of PP YOLOE Model for General Use
  • 8.1. Introduction
  • 8.2. Convert pt Model to onnx
  • 8.3. Onnx Model Conversion cvi model
  • 8.4. TDL SDK Interface Description
  • 8.5. Test Result