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Building a Robust Shipping Container Number Vision Recognition System - Part 3 (Training, Workflow, Deployment, Takeaways)

Building a robust and accurate shipping container number OCR recognition system using SOTA machine learning techniques. This post is focused on the training, workflow, deployment and key takeaways.

Posted: 2023-07-10 | Updated: 2024-07-09 | 13 min | Zichun

Building a Robust Shipping Container Number Vision Recognition System - Part 2 (Tools, Annotation, Data Preparation)

Building a robust and accurate shipping container number OCR recognition system using SOTA machine learning techniques. This post is focused on the tools, image annotation, data preparation.

Posted: 2023-07-03 | Updated: 2023-12-12 | 17 min | Zichun

Building a Robust Shipping Container Number Vision Recognition System - Part 1 (Task, Challenges, Design)

Building a robust and accurate shipping container number OCR recognition system using SOTA machine learning techniques. This post is focused on the task, challenges, and design of the system.

Posted: 2023-06-28 | Updated: 2023-12-12 | 8 min | Zichun

Implementing YOLOv8 Object Detection with OpenCV in Rust Using ONNX Models

Detailed implementation of YOLOv8 object detection with OpenCV in Rust using ONNX models.

Posted: 2023-03-05 | Updated: 2023-12-20 | 12 min | Zichun

Create a CBIR (Vector Search) System using Milvus Vector Database for Reverse Image Search

Introduction of ANN vector search and guide on creating a CBIR system with Milvus Vector Database for reverse image search.

Posted: 2022-08-20 | Updated: 2022-09-12 | 8 min | Zichun

Setting Up PaddleOCR with CUDA on NVIDIA Jetson from Scratch

Notes on setting up PaddleOCR from scratch on Jetson Nano using CUDA. Includes OS preparation, VNC, paddlepaddle-gpu installation, and speed tests with CUDA and TensorRT.

Posted: 2022-04-26 | Updated: 2023-07-13 | 7 min | Zichun

Efficiently Save PIL or OpenCV Images to HDF5 File for Large Dataset

Save (Python) PIL or OpenCV images to HDF5 file to reduce file size for large dataset.

Posted: 2020-01-09 | Updated: 2020-01-09 | 3 min | Zichun

Home/Office Surveillance System with Face Recognition based on Dlib using Python

A Step by step guide to set up a home/office surveillance system with face recognition based on Dlib using Python.

Posted: 2018-12-29 | Updated: 2018-12-29 | 4 min | Zichun

Install CUDA9.0 cuDNN7.2 for Tensorflow-gpu in Ubuntu 18.04

This tutorial guides how to set up CUDA for Tensorflow-gpu in Ubuntu 18.04.

Posted: 2018-09-26 | Updated: 2018-09-26 | 3 min | Zichun

Industrial Edge Detection in Factory: From Traditional CV to Machine Learning

Attempts and comparison of edge detection for shoe components, from traditional computer vision to deep learning.

Posted: 2018-05-12 | Updated: 2018-05-12 | 6 min | Zichun
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