Source code of article "Towards Toxic and Narcotic Medication Detection with Rotated Object Detector"

Overview

Towards Toxic and Narcotic Medication Detection with Rotated Object Detector

Introduction

This is the source code of article: Towards Toxic and Narcotic Medication Detection with Rotated Object Detector
The orgnization of this repo looks like this:

.
├── configs 
│   ├── cfg_ro.yml # main config file for rotated yolo-v5
│   ├── cfg.yml    # main config file for yolo-v5
│   ├── model_pt   # model config files
│   │   ├── yolov5s_ro.yml
│   │   └── yolov5s.yml
│   ├── nms        # config file for nms
│   │   └── extra_filter.json
│   └── pipeline   # config file for data augmentation
│       └── aug_cfg.yml
├── pipeline       # Analogy to Dataset in Pytorch
│   ├── augment.py 
│   └── dataset.py
├── pt             # Pytorch specific implementation
│   ├── common.py  # DL basic modules
│   ├── loss.py    # loss function ralated for yolo-v5
│   ├── loss_ro.py # loss function ralated for rotated yolo-v5
│   ├── metric.py  # Evaluation ralated
│   ├── server.py  # Main classes for training validation and inference
│   ├── utils.py   # Pytorch specific utilities
│   ├── yolo.py    # Model classes of yolo-v5
│   ├── yolo_ro.py # Model classes of rotated yolo-v5
│   └── log        
│       └── ...    # Where do we save the trained parameters (.pt)
├── tools          # Helper functions
│   ├── colormap.py
│   ├── compress.py
│   ├── const.py
│   ├── plot.py
│   └── utils.py   # Framework independent utilities
├── plot4latex.ipynb # How do we get the figures in the article
├── train.py       # Command for training 
└── infer.py       # Set up an inference http server

How to Get Started

Prerequisite

Class id in .txt label file has already been transfered to the index number we finally use in training and inference. There should be a yolo_label_id2name.json file saving the mapping.
All the tunable arguments are listed in configs/cfg_ro.yml for rotated yolo-v5 and configs/cfg.yml for yolo-v5. It's almost self-explainable, feel free to play with it please.

Training

For rotated yolo-v5:
python train.py --cfg=configs/cfg_ro.yml

For yolo-v5:
python train.py --cfg=configs/cfg.yml

Inference

For rotated yolo-v5:
python infer.py --cfg=configs/cfg_ro.yml

For yolo-v5:
python infer.py --cfg=configs/cfg.yml

This would start up an inference http server with the best-shot trained parameters.

Development Environment

RTX 3060 (12GB GPU Memory) CUDA 11.2 Python 3.8 python packages: requirements.txt

Acknowledgment

This work refers a lot to ultralytics/yolov5 and BossZard/rotation-yolov5. We deeply appreciate their contributions to the community.

Citation

Bibtex

@article{adam,
  title={Towards Toxic and Narcotic Medication Detection with Rotated Object Detector},
  author={Peng, Jiao and Wang, Feifan and Fu, Zhongqiang and Hu, Yiying and Chen, Zichen and Zhou, Xinghan and Wang, Lijun},
  journal={arXiv preprint arXiv:2110.09777},
  year={2021},
  url={https://arxiv.org/abs/2110.09777}
}

Owner
Woody. Wang
Woody. Wang
The code of paper "Block Modeling-Guided Graph Convolutional Neural Networks".

Block Modeling-Guided Graph Convolutional Neural Networks This repository contains the demo code of the paper: Block Modeling-Guided Graph Convolution

22 Dec 08, 2022
Libraries, tools and tasks created and used at DeepMind Robotics.

dm_robotics: Libraries, tools, and tasks created and used for Robotics research at DeepMind. Package overview Package Summary Transformations Rigid bo

DeepMind 273 Jan 06, 2023
Official implementation for "Style Transformer for Image Inversion and Editing" (CVPR 2022)

Style Transformer for Image Inversion and Editing (CVPR2022) https://arxiv.org/abs/2203.07932 Existing GAN inversion methods fail to provide latent co

Xueqi Hu 153 Dec 02, 2022
PyTorch implementations of Top-N recommendation, collaborative filtering recommenders.

PyTorch implementations of Top-N recommendation, collaborative filtering recommenders.

Yoonki Jeong 129 Dec 22, 2022
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection

Deep learning for time series forecasting Flow forecast is an open-source deep learning for time series forecasting framework. It provides all the lat

AIStream 1.2k Jan 04, 2023
This is the PyTorch implementation of GANs N’ Roses: Stable, Controllable, Diverse Image to Image Translation

Official PyTorch repo for GAN's N' Roses. Diverse im2im and vid2vid selfie to anime translation.

1.1k Jan 01, 2023
Repository for MDPGT

MD-PGT Repository for implementing and reproducing the results for the paper MDPGT: Momentum-based Decentralized Policy Gradient Tracking. Available E

Xian Yeow Lee 2 Dec 30, 2021
✂️ EyeLipCropper is a Python tool to crop eyes and mouth ROIs of the given video.

EyeLipCropper EyeLipCropper is a Python tool to crop eyes and mouth ROIs of the given video. The whole process consists of three parts: frame extracti

Zi-Han Liu 9 Oct 25, 2022
Fast and Context-Aware Framework for Space-Time Video Super-Resolution (VCIP 2021)

Fast and Context-Aware Framework for Space-Time Video Super-Resolution Preparation Dependencies PyTorch 1.2.0 CUDA 10.0 DCNv2 cd model/DCNv2 bash make

Xueheng Zhang 1 Mar 29, 2022
CONetV2: Efficient Auto-Channel Size Optimization for CNNs

CONetV2: Efficient Auto-Channel Size Optimization for CNNs Exciting News! CONetV2: Efficient Auto-Channel Size Optimization for CNNs has been accepted

Mahdi S. Hosseini 3 Dec 13, 2021
Python package for multiple object tracking research with focus on laboratory animals tracking.

motutils is a Python package for multiple object tracking research with focus on laboratory animals tracking. Features loads: MOTChallenge CSV, sleap

Matěj Šmíd 2 Sep 05, 2022
Network Compression via Central Filter

Network Compression via Central Filter Environments The code has been tested in the following environments: Python 3.8 PyTorch 1.8.1 cuda 10.2 torchsu

2 May 12, 2022
Improving Machine Translation Systems via Isotopic Replacement

CAT (Improving Machine Translation Systems via Isotopic Replacement) Machine translation plays an essential role in people’s daily international commu

Zeyu Sun 10 Nov 30, 2022
prior-based-losses-for-medical-image-segmentation

Repository for papers: Benchmark: Effect of Prior-based Losses on Segmentation Performance: A Benchmark Midl: A Surprisingly Effective Perimeter-based

Rosana EL JURDI 9 Sep 07, 2022
OoD Minimum Anomaly Score GAN - Code for the Paper 'OMASGAN: Out-of-Distribution Minimum Anomaly Score GAN for Sample Generation on the Boundary'

OMASGAN: Out-of-Distribution Minimum Anomaly Score GAN for Sample Generation on the Boundary Out-of-Distribution Minimum Anomaly Score GAN (OMASGAN) C

- 8 Sep 27, 2022
Experiments for distributed optimization algorithms

Network-Distributed Algorithm Experiments -- This repository contains a set of optimization algorithms and objective functions, and all code needed to

Boyue Li 40 Dec 04, 2022
Lightweight Salient Object Detection in Optical Remote Sensing Images via Feature Correlation

CorrNet This project provides the code and results for 'Lightweight Salient Object Detection in Optical Remote Sensing Images via Feature Correlation'

Gongyang Li 13 Nov 03, 2022
Binary classification for arrythmia detection with ECG datasets.

HEART DISEASE AI DATATHON 2021 [Eng] / [Kor] #English This is an AI diagnosis modeling contest that uses the heart disease echocardiography and electr

HY_Kim 3 Jul 14, 2022
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

Bayesian Methods for Hackers Using Python and PyMC The Bayesian method is the natural approach to inference, yet it is hidden from readers behind chap

Cameron Davidson-Pilon 25.1k Jan 02, 2023
CM-NAS: Cross-Modality Neural Architecture Search for Visible-Infrared Person Re-Identification (ICCV2021)

CM-NAS Official Pytorch code of paper CM-NAS: Cross-Modality Neural Architecture Search for Visible-Infrared Person Re-Identification in ICCV2021. Vis

JDAI-CV 40 Nov 25, 2022