Repository for playing the computer vision apps: People analytics on Raspberry Pi.

Overview

Hits contributions welcome GitHub contributors GitHub last commit GitHub top language GitHub language count GitHub repo size GitHub code size in bytes LinkedIn

play-with-torch

Repository for playing the computer vision apps: People analytics on Raspberry Pi.

Tools

Tested Hardware

  • RasberryPi 4 Model B here, RAM: 4 GB and Processor 4-core @ 1.5 GHz
  • microSD Card 64 GB
  • 5M USB Retractable Clip 120 Degrees WebCam Web Wide-angle Camera Laptop U7 Mini or Raspi Camera

Tested Software

  • Ubuntu Desktop 20.10 aarch64 64 bit, install on RasberriPi 4
  • PyTorch: torch 1.6.0 aarch64 and torchvision 0.7.0 aarch64
  • Python min. ver. 3.6 (3.8 recommended)

Install the prerequisites

  • Install packages
$ sudo apt install build-essential make cmake git python3-pip libatlas-base-dev
$ sudo apt install libssl-dev
$ sudo apt install libopenblas-dev libblas-dev m4 python3-yaml
$ sudo apt install libomp-dev
  • make swap space to 2048 MB
$ free -h
$ sudo swapoff -a
$ sudo dd if=/dev/zero of=/swapfile bs=1M count=2048
$ sudo mkswap /swapfile
$ sudo swapon /swapfile
$ free -h
  • Install torch 1.6.0
$ pip3 install torch-1.6.0a0+b31f58d-cp38-cp38-linux_aarch64.whl

Folder Structure

play-with-torch/
├── config/
│    ├── config.json - holds configuration for training
│    └── parse_config.py - class to handle config file and cli options
│
├── docker/
│   ├── Dockerfile
│   └── requirements.txt
│
├── data/ - default directory for storing input data
│
├── docs/ - for documentation
│   └── play-with-torch.tex
│
├── models/ - models, losses, and metrics
│   ├── model.py
│   ├── metric.py
│   └── loss.py
│
├── samples/
│
├── saved/
│   ├── checkpoints/
│   ├── traced_model/
│   ├── models/ - trained models are saved here
│   └── logs/ - default logdir for tensorboard and logging output
│
├── site
├── templates/ - for serving model on Flask
│   └── index.html
├── tests/
├── utils/ - small utility functions
│   ├── data/
│   └── ...
│
├── inference.py - main script to inference model
├── README.md
├── trace_model.py - main script to convert model
└── train.py - main script to start training  

Usage

Run inference

$ git clone https://github.com/mheriyanto/play-with-torch.git
$ cd play-with-torch/
$ python3 inference.py video --config config/nanodet-m.yml --model saved/models/nanodet_m.ckpt --path video.mp4

Convert model

$ python3 trace_model.py --cfg_path config/nanodet-m.yml --model_path saved/models/nanodet_m.ckpt --input_shape 320,320

Training

$ python3 train.py config/nanodet_custom_xml_dataset.yml

TO DO

  • Implement Unit-Test: Test-Driven Development (TDD)

Credit to

Reference

  • NanoDet: Super fast and lightweight anchor-free object detection model. here
  • Yunjey Choi - PyTorch Tutorial for Deep Learning Researchers here
  • Victor Huang - PyTorch Template Project (here)
Owner
eMHa
Sharing is caring. "What I can't create I don't understand".
eMHa
Write-ups for the SwissHackingChallenge2021 CTF.

SwissHackingChallenge 2021 : Write-ups This repository contains a collection of my write-ups for challenges solved during the SwissHackingChallenge (S

Julien Béguin 3 Jun 07, 2021
Scan the MRZ code of a passport and extract the firstname, lastname, passport number, nationality, date of birth, expiration date and personal numer.

PassportScanner Works with 2 and 3 line identity documents. What is this With PassportScanner you can use your camera to scan the MRZ code of a passpo

Edwin Vermeer 441 Dec 24, 2022
Sort By Face

Sort-By-Face This is an application with which you can either sort all the pictures by faces from a corpus of photos or retrieve all your photos from

0 Nov 29, 2021
Introduction to image processing, most used and popular functions of OpenCV

👀 OpenCV 101 Introduction to image processing, most used and popular functions of OpenCV go here.

Vusal Ismayilov 3 Jul 02, 2022
Scene text detection and recognition based on Extremal Region(ER)

Scene text recognition A real-time scene text recognition algorithm. Our system is able to recognize text in unconstrain background. This algorithm is

HSIEH, YI CHIA 155 Dec 06, 2022
End-to-end pipeline for real-time scene text detection and recognition.

Real-time-Scene-Text-Detection-and-Recognition-System End-to-end pipeline for real-time scene text detection and recognition. The detection model use

Fangneng Zhan 89 Aug 04, 2022
Repository collecting all the submodules for the new PyTorch-based OCR System.

OCRopus3 is being replaced by OCRopus4, which is a rewrite using PyTorch 1.7; release should be soonish. Please check github.com/tmbdev/ocropus for up

NVIDIA Research Projects 138 Dec 09, 2022
BNF Globalization Code (CVPR 2016)

Boundary Neural Fields Globalization This is the code for Boundary Neural Fields globalization method. The technical report of the method can be found

25 Apr 15, 2022
Textboxes implementation with Tensorflow (python)

tb_tensorflow A python implementation of TextBoxes Dependencies TensorFlow r1.0 OpenCV2 Code from Chaoyue Wang 03/09/2017 Update: 1.Debugging optimize

Jayne Shin (신재인) 20 May 31, 2019
天池2021"全球人工智能技术创新大赛"【赛道一】:医学影像报告异常检测 - 第三名解决方案

天池2021"全球人工智能技术创新大赛"【赛道一】:医学影像报告异常检测 比赛链接 个人博客记录 目录结构 ├── final------------------------------------决赛方案PPT ├── preliminary_contest--------------------

19 Aug 17, 2022
Handwritten Text Recognition (HTR) using TensorFlow 2.x

Handwritten Text Recognition (HTR) system implemented using TensorFlow 2.x and trained on the Bentham/IAM/Rimes/Saint Gall/Washington offline HTR data

Arthur Flôr 160 Dec 21, 2022
一款基于Qt与OpenCV的仿真数字示波器

一款基于Qt与OpenCV的仿真数字示波器

郭赟 4 Nov 02, 2022
Code related to "Have Your Text and Use It Too! End-to-End Neural Data-to-Text Generation with Semantic Fidelity" paper

DataTuner You have just found the DataTuner. This repository provides tools for fine-tuning language models for a task. See LICENSE.txt for license de

81 Jan 01, 2023
Image Recognition Model Generator

Takes a user-inputted query and generates a machine learning image recognition model that determines if an inputted image is or isn't their query

Christopher Oka 1 Jan 13, 2022
The Open Source Framework for Machine Vision

SimpleCV Quick Links: About Installation [Docker] (#docker) Ubuntu Virtual Environment Arch Linux Fedora MacOS Windows Raspberry Pi SimpleCV Shell Vid

Sight Machine 2.6k Dec 31, 2022
Convolutional Recurrent Neural Network (CRNN) for image-based sequence recognition.

Convolutional Recurrent Neural Network This software implements the Convolutional Recurrent Neural Network (CRNN), a combination of CNN, RNN and CTC l

Baoguang Shi 2k Dec 31, 2022
Omdena-abuja-anpd - Automatic Number Plate Detection for the security of lives and properties using Computer Vision.

Omdena-abuja-anpd - Automatic Number Plate Detection for the security of lives and properties using Computer Vision.

Abdulazeez Jimoh 1 Jan 01, 2022
Neural search engine for AI papers

Papers search Neural search engine for ML papers. Demo Usage is simple: input an abstract, get the matching papers. The following demo also showcases

Giancarlo Fissore 44 Dec 24, 2022
SemTorch

SemTorch This repository contains different deep learning architectures definitions that can be applied to image segmentation. All the architectures a

David Lacalle Castillo 154 Dec 07, 2022