Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
OpenCV
OpenCV (Open Source Computer Vision Library) is written in C/C++, for real time computer vision. It takes advantage of multi-core processing and hardware acceleration. Applications of OpenCV includes egomotion estimation, gesture recognition, facial recognition system, and artificial neural networks.
- GitHub: https://github.com/topics/opencv
- Wikipedia: https://en.wikipedia.org/wiki/OpenCV
- Repo: https://github.com/opencv
- Created by: Intel Corporation, Willow Garage, Itseez
- Released: December 23, 2017
- Related Topics: c, cpp, java, python,
- Last updated: 2024-11-20 00:16:34 UTC
- JSON Representation
https://github.com/kwanit1142/mask-v-s-no-mask-face-detection-models
Machine-Learning Models based Detection System for Masked v/s No-Masked Human Faces (Can be implemented on Grouped Images too)
deep-learning machine-learning matplotlib numpy opencv pandas pil scipy seaborn skimage sklearn
Last synced: 13 Nov 2024
https://github.com/kwanit1142/sars-cov-2-detection-radiology-based-multi-modal-multi-task-framework
Keras-based Implementation for "SARS-CoV-2 Detection: Radiology based Multi-modal Multi-task Framework" (Accepted in 45th IEEE EMBC 2k23)
gans keras matplotlib numpy opencv os pandas pillow scipy sklearn tensorflow transfer-learning wasserstein-distance
Last synced: 13 Nov 2024
https://github.com/balavenkatesh3322/docker_video_analysis
Video analysis using YoloV3 and openCV library
computer-vision docker object-detection opencv videoanalysis yolov3
Last synced: 10 Nov 2024
https://github.com/mreliptik/imagestovideo
Simple images to video conversion script
image-processing opencv python3 video
Last synced: 27 Oct 2024
https://github.com/abhinav-codealchemist/camcord
Camera cum Face Detection Application
camera face-detection haar-cascade-classifier java javafx opencv
Last synced: 13 Nov 2024
https://github.com/tentone/cork
Cork stopper quality analysis and comparison vision system using RGB shadow decomposition for industrial application.
computer-vision cork defect-detection defect-measurement opencv rgb-shadows
Last synced: 30 Oct 2024
https://github.com/eaindrayfromearth/opencv-rainbow-drawer
Rainbow Drawing with OpenCV project in bullet points: Python application for creating rainbow drawings. Uses your webcam to detect fingertip movement. Draw colorful rainbow lines side by side. Switch between drawing and erasing modes with 'e' key. Gracefully exit the application with 'q' key. Fun and interactive for creative expression.
ai fun opencv python webcam-capture
Last synced: 05 Nov 2024
https://github.com/ye13ow77z/opencv-based-personnel-attendance-system
A Personnel Attendance System Based On OpenCV
Last synced: 16 Nov 2024
https://github.com/shivambasak/brain-stroke-detection
This project involves developing a system to detect brain strokes from medical images, such as CT or MRI scans. The system uses image processing and machine learning techniques to identify and classify stroke regions within the brain, aiming to provide early diagnosis and assist medical professionals in treatment planning.
cnn-keras deep-learning final-year-project flask matplotlib opencv seaborn sklearn snu
Last synced: 19 Nov 2024
https://github.com/flyingrub/invrter
Hand gesture recognition [School project]
hand-recognition opencv opencvsharp unity
Last synced: 02 Nov 2024
https://github.com/darwincamahalan/automated-poultry-pen
A Poultry Monitoring System for Controlling Temperature of an Poultry Pen
embedded-systems engineering iot javascript mlx90640 monitoring-tool nextjs opencv raspberry-pi-3 temperature-controller thermal-camera
Last synced: 07 Nov 2024
https://github.com/bertuginal/face-mask-detection
Real-time face mask detection with opencv, keras/tensorflow
deep-learning keras machine-learning opencv python tensorflow
Last synced: 07 Nov 2024
https://github.com/nagan319/easycnc
Platform-independent solution for effectively managing 3-axis CNC workflows.
2d-packing bin-packing-problem cnc cnc-machine frc frc-python irregular-packing manufacturing manufacturing-sw matplotlib numpy opencv opencv-python pyqt6 pyqt6-desktop-application python qt sqlalchemy sqlalchemy-orm sqlalchemy-python
Last synced: 10 Oct 2024
https://github.com/denrydu/voc-format-label
自己写的一个用来规整图片集到VOC标准,并且对图片做标注的工具,方便CV研究者用来制作自己的数据集。A tool to format images and label images based on LabelImg and OpenCV
dataset labelimg-tool opencv voc
Last synced: 07 Nov 2024
https://github.com/moon0922/lprguatemala-linux
This is Guatemala license plate recognition project in Raspberry pi.
artificial-intelligence computer-vision cpp image-processing license-plate-recognition linux-app machine-learning neural-network opencv optical-character-recognition qt5-applications raspberry-pi
Last synced: 13 Nov 2024
https://github.com/moon0922/lprcostalica-linux
This is license plate recognition project in Raspberry Pi
artificial-intelligence computer-vision cpp image-processing license-plate-recognition machine-learning neural-network opencv optical-character-recognition raspberry-pi uart-transmitter
Last synced: 13 Nov 2024
https://github.com/faseeh41/fire-detection-using-yolov8
Fire detection using YOLOv8 involves utilizing a state-of-the-art object detection model to accurately identify fire in images or video feeds in real-time, leveraging its advanced capabilities to enhance early warning systems.
alert cnn email nlp object-detection opencv python roboflow-dataset sound yolov8
Last synced: 13 Nov 2024
https://github.com/veendysuseno/opencv-project-student-attendance-and-facial-expression-detection
This project is designed for student attendance and facial expression detection using OpenCV and TensorFlow. The system can either train a facial expression recognition model or display real-time emotion detection using a webcam feed.
haarcascade-frontalface opencv python tensorflow2
Last synced: 31 Oct 2024
https://github.com/shivanshvashisth/hand-gesture-recognition
This program is a sign language detection app by which you can translate sign language into text
computer-vision mediapipe opencv python
Last synced: 31 Oct 2024
https://github.com/ansub/mask-detection
A Mask Detection Application using Keras/TensorFlow and OpenCV.
keras numpy opencv python tensorflow
Last synced: 03 Nov 2024
https://github.com/vishal-038/attendance_by_face_recogination
This project is a face recognition-based attendance system that uses Python, OpenCV, Scikit-learn, Streamlit, and various other libraries like Pandas, Numpy, Datetime, and OS for different functionalities. It enables adding faces to the database, taking attendance based on face recognition, and showing live attendance through a web interface built
Last synced: 09 Oct 2024
https://github.com/vishal-038/real_time_object_detection
Object Detection in Real-Time Video Stream This project demonstrates the use of YOLOv3 (You Only Look Once version 3) for real-time object detection in video streams. YOLOv3 is a state-of-the-art deep learning model known for its balance between speed and accuracy in detecting objects within images and videos. Object Detection in Real-Time Video
Last synced: 31 Oct 2024
https://github.com/mahdihasnat/queens-by-linkedin-solver
Solver for https://www.linkedin.com/games/queens/
Last synced: 31 Oct 2024
https://github.com/vartikaraj2512/eggqualitygrading-project-withopencv
🥚 **Egg Quality Grading Project with OpenCV** 🥚 Revolutionizing egg sorting in the poultry industry using OpenCV and ML! 🚀 Our model classifies eggs like Brown, White, and more, enhancing automation in large farms. 🐔 It detects egg types, sorts them, and reduces errors, boosting efficiency. Embrace ML's growing role in industrial automation!
annotations googlecolab machine-learning mlmodel object-detection opencv python roboflow yolov5
Last synced: 31 Oct 2024
https://github.com/richayadav03/sign-language-detection-and-conversion-to-text-and-speech
This Python-based project employs deep learning (LSTM) and computer vision to detect sign language gestures, converting them into text and speech. It enhances communication for the hearing-impaired.
gtts lstm opencv python tensorflow
Last synced: 31 Oct 2024
https://github.com/vartikaraj2512/animalclassification
🐾 Animal Classification: Classify 28K animal images into 10 categories using CNNs with Transfer Learning. 📥 Load & extract data, 🔄 preprocess images, 🧠 train models (VGG-16 & ResNet50), and 📈 plot performance. Libraries: OpenCV (BGR), TQDM (progress bars), Categorical (one-hot encoding). 🛠️ Install: pip install tensorflow numpy opencv-python
classification cnn kaggle machine-learning numpy opencv pandas tensorflow
Last synced: 31 Oct 2024
https://github.com/mefaay/face_recognition_system
A user-friendly face recognition system for adding individuals with photos, querying names, and identifying faces via uploaded images or live camera. Ideal for use in security, attendance, and monitoring systems. Includes detailed information display for recognized faces.
face-recognition opencv python security
Last synced: 31 Oct 2024
https://github.com/farukalamai/face-recognition-with-real-time-database
face-recognition-with-real-time-database
cnn computer-vision deep-learning face-recognition opencv python realtime-database
Last synced: 07 Nov 2024
https://github.com/raresail/raspbian-csi-stream
low latency rpi csi camera stream using opencv, flask, libcamera-vid
camera camera-module csi flask http libcamera libcamera-vid mjpeg opencv python3 raspberry-pi server stream udp
Last synced: 23 Oct 2024
https://github.com/acorelli/rtmp-tools
Tools for working and experimenting with rtmp video streams
camera ffmpeg opencv python raspberry-pi raspberry-pi-camera rtmp rtmp-server video-streaming
Last synced: 13 Nov 2024
https://github.com/farukalamai/yolov8-object-detection
yolov8-object-detection
annotation custom-yolo deep-learning image-classification image-segmentation object-detection object-recognition object-tracking opencv reserach yolo yolo-algorithm yolov8
Last synced: 07 Nov 2024
https://github.com/ryandsilva/machine-learning-starters
Common Machine Learning Examples :computer:
decision-trees deep-learning genetic-algorithm keras lightfm machine-learning naive-bayes nlp object-detection opencv pandas python random-forest scikit-learn scikit-surprise svm svr tensorflow textblob tpot
Last synced: 20 Oct 2024
https://github.com/itsachrafmansari/flask_camera_stream
Access your PC's or Raspberry Pi's camera from any device that's connected to the same LAN/WiFi network through a web interface, with OpenCV and Flask.
flask flask-web opencv opencv-python opencv3 python python-3 python3 raspberry raspberry-pi raspberrypi
Last synced: 11 Nov 2024
https://github.com/deveth0/python-opencv
Repository with some examples on OpenCV
Last synced: 23 Oct 2024
https://github.com/ishpen/horsepower12218-intothedeep
Codebase of Horsepower 12218 for the Into The Deep Season
ftc ftc-teamcode ftcvision opencv
Last synced: 29 Oct 2024
https://github.com/meqdaddev/mask-detection
Mask Detection for people with micro:bit as output device.
image-classification image-processing mask-detection opencv opencv-python teachable-machine
Last synced: 11 Nov 2024
https://github.com/meqdaddev/pixcraft
Welcome to PixCraft... Unleash the Power of Pixels
edge-detection flask gaussian-blur image-processing matplotlib matplotlib-pyplot numpy opencv opencv-python python
Last synced: 11 Nov 2024
https://github.com/futuresea-dev/recognizer-app
recognizer app
cmake datetime detection docker gui image imageprocessing java ocr ocr-python ocr-recognition opencv opencv-python pickle pillow python threading tkinter
Last synced: 07 Nov 2024
https://github.com/meqdaddev/color-detector-using-hue-channel
A C++ program with openCV, it detects a specific color in an image by Hue channel from HSV model.
c-plus-plus color-detection hsv image-processing opencv
Last synced: 11 Nov 2024
https://github.com/quantumbytestudios/simplefacedetectionusingpython
Simple Face Detection Using Python :) "open cv"
begineersfriendly face-detection face-recognition facerecognitionproject opencv python
Last synced: 10 Nov 2024
https://github.com/rohithsaji97/open_gate_dip
An automatic gate opening system with an additional parking system (using Raspberry PI).
automated data-analysis digital-image-processing opencv python3 raspberry-pi-3 trained-models
Last synced: 07 Nov 2024
https://github.com/mousazourob/uplift
Mood changer that uses facial recognition to play a song to positively change the user's mood
keras-tensorflow matplotlib opencv pandas python raspberry-pi raspberry-pi-camera
Last synced: 13 Nov 2024
https://github.com/sametgul/sametgul.github.io
Personal website showcasing my projects in control systems, robotics, and artificial intelligence.
c computer-vision control-systems cpp data-structures-and-algorithms java machine-learning matlab oop opencv python robotics ros ros2 simulink
Last synced: 24 Oct 2024
https://github.com/rubberazer/darkpaw_motion_opencv
A little project in C/C++ for the Adeept Darkpaw robot
adeept csrt mongoose mpu-6050 opencv opencv4 pca9685 pid-controller pigpio raspberry-pi-camera robotics-programming tracking ultrasonic-sensor-distance video-streaming web-server
Last synced: 13 Nov 2024
https://github.com/vardanagarwal/seg_mask_modifs
Easily perform segmentation using different models and perform different operations on the mask.
deeplabv3 face-parsing mask-rcnn opencv python pytorch segmentation
Last synced: 11 Oct 2024
https://github.com/anupkumarpanwar/traffic-violation-detection
Autonomous system to detect traffic rule violation using computer vision.
Last synced: 15 Oct 2024
https://github.com/furkanbakkal/face-recognition
Raspberry Pi - Face recognition with OpenCV
face-recognition opencv raspberry-pi raspberry-pi-camera tensorflow
Last synced: 13 Nov 2024
https://github.com/smahesh29/opencv-face-and-eye-detection
Detects face and eyes of a person from image or webcam using opencv-python.
cv2 eye-detection face-detection opencv opencv-library opencv-python opencv2 python python-3
Last synced: 10 Nov 2024
https://github.com/rohankrgupta/Orca-call-Classifier-Machine-learning
Advanced ML Project : An Orca Call classifier using mel-spectrograms as audio representations to detect Killer whales
advanced-machine-learning feature keras-tensorflow librosa mel-spectrograms opencv
Last synced: 23 Oct 2024
https://github.com/kroshechka/pandabot
A bot that perfectly plays the game for you
bot game game-automation gamebot image-processing opencv opencv-python pyautogui python vk-bot vkbot vkgame vkgamebot vkontakte vkontakte-bot win32api
Last synced: 31 Oct 2024
https://github.com/neelanjan00/blind-vision
Assisting blind people with the help of image-captioning via a smartphone app. The application makes use of two neural networks, a CNN-based image feature extractor, and an LSTM based sentence generator. The user is able to submit images to the app, which are fed to the CNN feature extractor. The extracted features are then fed to the LSTM network to generate the sentence that describes the image, which is then read aloud to the user.
cnn flask keras lstm ml opencv tensorflow
Last synced: 11 Oct 2024
https://github.com/vatshayan/face-mask-detection-project
Final Year Face Mask Detection Project. This project Include PPT, Synopsis, Video, Report and Project Code.
btech-project college-project face-detection face-detection-using-opencv face-mask face-mask-detection face-mask-detection-project face-recognition facedetection final-year final-year-project machine-learning opencv python python-project research-project
Last synced: 11 Oct 2024
https://github.com/vincent-maladiere/ocr-plate-detection
Fast APNR using OpenCV dnn inferences, with 10 FPS on cpu.
anpr deep-learning dnn ocr-recognition opencv plate-recognition
Last synced: 19 Oct 2024
https://github.com/nirmalnishant645/attendance-system
Automated Attendance System using Facial Recognition in Python
attendance-system cv cv2 face-recognition facial-recognition haar-cascade haar-cascade-classifier machine-learning numpy opencv opencv-python pandas python python-3 python3 sql sqlite sqlite3 tkinter tkinter-gui
Last synced: 09 Nov 2024
https://github.com/akshatsrivastava0312/moving-object-detection
Moving Object Detection using OpenCV
ai artificial-intelligence dataset detection machine-learning opencv python testing training video-source
Last synced: 16 Nov 2024
https://github.com/themattinthehatt/vid-viz
A collection of image manipulation tools in Python/OpenCV for creating visualizations out of source videos
image-manipulation opencv opencv-python
Last synced: 06 Nov 2024
https://github.com/randomfractals/ispyai
testbed for I Spy books OCR and image recognition AI
image-recognition opencv python tesseract-ocr
Last synced: 13 Oct 2024
https://github.com/threeal/libopencv4-deb
Debian package build workspace for the OpenCV 4 libraries
debian debian-packages opencv opencv-library
Last synced: 13 Oct 2024
https://github.com/sanfernoronha/foodpal-ml
An ML-services repository for FoodPal :hamburger: :mag:
fastai flask gunicorn heroku heroku-app heroku-deployment opencv python
Last synced: 20 Oct 2024
https://github.com/ushariranasinghe/fire-detection
CNN for fire detection using OpenCV techniques to enhance image features, achieving robust performance with TensorFlow and Keras.
cnn-classification keras opencv pandas tensorflow2
Last synced: 13 Oct 2024
https://github.com/ashish0kumar/ai-based-traffic-management-sih
An AI based traffic management system with real-time monitoring
ai flask machine-learning ml opencv python react traffic-analysis traffic-management traffic-management-system vehicle-detection yolov4
Last synced: 31 Oct 2024
https://github.com/yakupzengin/fitness-trainer-pose-estimation
An AI-powered fitness tracker that uses real-time pose estimation to count reps, monitor form, and provide instant feedback for exercises like squats, push-ups, and bicep curls. Designed for accuracy, motivation, and adaptability
artificial-intelligence computer-vision computer-vision-opencv computer-vision-tools fitness-app fitness-tracker fitness-trainer image-processing opencv pose-detection pose-estimation
Last synced: 31 Oct 2024
https://github.com/edirab/studying-computer-vision
Задания по дисциплинам "Системы технического зрения" и "Основы программирования на С++" за 9-й и 10-й семестры
auv cplusplus-11 eigen opencv ransac rov
Last synced: 13 Oct 2024
https://github.com/plegaspi/uhdt-odcl-2025
The repo for the ODCL system developed by University of Hawaiʻi Drone Technologies for the SUAS 2025 competition
color-classification georeferencing image-processing k-means-clustering machine-learning object-detection opencv pillow python shape-classification suas text-classification yolo
Last synced: 31 Oct 2024
https://github.com/preco21/opencv-match
A Rust library that simplifies template matching with OpenCV
computer-vision image-processing opencv rust template-match template-matching
Last synced: 31 Oct 2024
https://github.com/rainabba/gm-opencv-nodejs
Docker image based on justadudewhohacks/opencv-nodejs:node9-opencv3.4.1-contrib then adds graphicsmagick (also can be aliased as imagemagick) on top.
docker docker-image graphicsmagick imagemagick node-js nodejs opencv opencv3
Last synced: 13 Oct 2024
https://github.com/cizodevahm/cartoon-creation-from-image
This Python script allows you to create a cartoon effect from an image. It uses OpenCV to process the image and apply various transformations to achieve the cartoon effect.
cartoonify image-processing opencv python
Last synced: 31 Oct 2024
https://github.com/vonderklaas/vision-finger-click
Python, OpenCV, MediaPipe module
computer-vision mediapipe opencv python
Last synced: 31 Oct 2024
https://github.com/cizodevahm/line-detection-on-road-with-opencv
This repository contains a Python script that demonstrates line detection in a video using OpenCV. The script processes a video file to detect and highlight lines, which can be useful for applications such as lane detection in autonomous driving.
computer-vision cv2 linedetection opencv
Last synced: 31 Oct 2024
https://github.com/khushiyant/junkyard_cars_detector
Yolov4-tiny Custom weights trained on Drone.mp4( Present in Resources) as dataset and usage of EuclidDistance Tracking Algorithm
Last synced: 14 Oct 2024
https://github.com/sinanbekar/umuttepe-hava-botu
Twitter bot that tweets Umuttepe weather conditions with live camera frames periodically.
computer-vision crawling live-stream opencv python python3 tweepy twitter-api weather
Last synced: 13 Oct 2024
https://github.com/shivansh-yadav13/python-face-detection
Simple program to 📜 Detect Face from Video/Image.
Last synced: 15 Oct 2024
https://github.com/makjp/ball_swatter
College_Project
image-processing opencv python
Last synced: 31 Oct 2024
https://github.com/phenomsg/project_visually_impaired
Project Visually Impaired integrates TensorFlow Lite for object detection with Raspberry Pi's sensor system for real-time alerts, including fall detection and emergency notifications, enhancing safety for visually impaired individuals.
gtts opencv raspberry-pi rpi-gpio telegram-bot-api tensorflow-lite
Last synced: 07 Nov 2024
https://github.com/quzanh1130/autonomous_car_2023_simulator
Autonomous car for simulator system using OPenCV
autonomous-driving hsv-color-detection hsv-color-range opencv
Last synced: 01 Nov 2024
https://github.com/nandahkrishna/wheelalignment
Wheel Alignment Automation
angle-measurement automation c-plus-plus computer-vision cpp depth-estimation distance-calculation ellipse-detection opencv stereo-vision
Last synced: 15 Oct 2024
https://github.com/jakub-nowicki/rock-paper-scissors
✊✋✌️ Play Rock-Paper-Scissors using hand gestures recognized by OpenCV and MediaPipe.
game machine-learning mediapipe opencv python
Last synced: 01 Nov 2024
https://github.com/mansa04/object-detection
An object detection system built with OpenCV, enabling real-time identification and tracking of objects in images and video streams. It utilizes computer vision techniques for feature extraction and recognition, offering a foundation for various AI-driven applications.
haar-cascade opencv python ssd-mobilenet
Last synced: 01 Nov 2024
https://github.com/ani-sha/pradhan-mantri-fasal-bima-yojana
Smart Odisha Hackathon 2018
blockchain bootstrap4 opencv php-mysql
Last synced: 13 Nov 2024
https://github.com/adeelh/drone-companion
Specify a target in the video and watch the AR Drone 2.0 autonomously track and follow it. (Final Year Project, Fall 2016 - Spring 2017)
ardrone drone object-tracking opencv python robotics
Last synced: 15 Oct 2024
https://github.com/nizarassad/face-detection
Face detection system powered by a train model by openCv
face-detection haarcascade-frontalface opencv python
Last synced: 07 Nov 2024
https://github.com/govinddixit/dog-breed-classifier
Welcome to the Dog-Breed Classifier project! This project build a pipeline to process real-world, user-supplied images. Given an image of a dog, the algorithm will identify an estimate of the canine’s breed. If supplied an image of a human face, the code will identify the resembling dog breed.
cnn dog-breed-classifier machine-learning matplotlib opencv pytorch
Last synced: 14 Oct 2024
https://github.com/qbarthelemy/pygofpid
Python package for good old fashioned perimeter intrusion detection systems for video protection.
computer-vision foreground-detection i-lids image-processing intrusion-detection opencv python scientific-computing video-processing video-protection video-surveillance
Last synced: 18 Oct 2024
https://github.com/bartekpacia/pendulum
Measuring gravitational acceleration by analyzing video feed of a swinging mathematical pendolinum.
opencv opencv-python physics python
Last synced: 25 Oct 2024
https://github.com/zchrissirhcz/cap
A simple screen-capture implementation in C++. Support Windows and macOS
glfw macos opencv opengl screen-capture windows
Last synced: 15 Oct 2024
https://github.com/hansalemaos/a_cv2_easy_resize
Different ways of resizing pictures in OpenCV
Last synced: 28 Oct 2024
https://github.com/dinhanhx/morphology_study
A repos for USTH Digital Image Processing 2020 Group 1. It's quite obvious in the title.
image-processing morphology opencv python3
Last synced: 14 Oct 2024
https://github.com/ispaneli/facial_recognition_system
A service that implements face authentication for company employees.
async asyncio backend client-server computer-vision cv cv2 face face-recognition facial-recognition fastapi jwt-auth microservice opencv python python-types python3 security swagger-ui uvicorn
Last synced: 15 Oct 2024
https://github.com/orgoro/dlib-opencv-python
dlib dockerfile opencv opencv- python
Last synced: 25 Oct 2024
https://github.com/ryeguard/cvpipe
A tool for quickly prototyping computer vision filters and operations using OpenCV/GoCV.
Last synced: 06 Nov 2024
https://github.com/pjaselin/subarulogger
Project to develop an OBDII data logger and perform time series analysis on vehicle performance
carputer obd-ii obd2 opencv python raspberry-pi
Last synced: 14 Oct 2024
https://github.com/ndonkohenri/qrcode-scanner
Program detects and shows qrCodes both in images and in live.
computer-vision cv opencv opencv-python python qrcode qrcode-reader qrcode-scanner
Last synced: 18 Oct 2024
https://github.com/andrewssobral/docker
Docker files
bgslibrary boost-libraries docker docker-container docker-image opencv opencv-python python python-3 visdom-docker
Last synced: 14 Oct 2024