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honggujeong's Projects

2021aicompetition-03 icon 2021aicompetition-03

1st ranked 'driver careless behavior detection' for AI Online Competition 2021, hosted by MSIT Korea.

ai_driver_monitoring_system icon ai_driver_monitoring_system

Project to monitor driver behavior while driving. If the application detects driver rules violation done by the driver then it sends a warning/image to a Telegram/Whats App/Email through REST API.

data-preprocessing-pipeline icon data-preprocessing-pipeline

1차적으로 얻은 데이터 세트에 대해, 그것들을 활용하기 위한 처리를 하는 파이프라인 정리

digital_video_processing icon digital_video_processing

Real-time video compression is computationally expensive due to the requirement of high compression efficiency.

driver-distraction-and-drowsiness-detection-system icon driver-distraction-and-drowsiness-detection-system

Developed a system that detects and generates an alarm if the driver is found to be distracted or drowsy. Built in Python using OpenCV and facial landmark detection algorithm. Also used the pre trained HarrCascades. Aimed to solve the real-world problem of increasing road accidents due to driver’s distraction and drowsiness. Deployed on AWS using E

fall_detection_actions icon fall_detection_actions

An AI system that generates video analytics based on movement-related events of a person in a room using a live camera feed which includes logging of the activities performed by the person. We use computer vision to classify the actions and the keypoint velocity-based algorithm to detect the fall events.

fastbook icon fastbook

The fastai book, published as Jupyter Notebooks

gdown icon gdown

Google Drive Public File/Folder Downloader (curl/wget fails due to the security notice).

hailo_model_zoo icon hailo_model_zoo

The Hailo Model Zoo includes pre-trained models and a full building and evaluation environment

ml_intern_projects icon ml_intern_projects

Prototyped Driver Monitoring System developed Cognitivebased Deep Learning model. Developed lightweight object detection Automatic Smoking and Helmet Detection

mmaction2 icon mmaction2

OpenMMLab's Next Generation Video Understanding Toolbox and Benchmark

object-detection-and-distance-measurement icon object-detection-and-distance-measurement

Using yolov3 & yolov4 weights objects are being detected from live video frame along with the measurement of the object from the camera without the support of any extra hardware device.

pinto_model_zoo icon pinto_model_zoo

A repository for storing models that have been inter-converted between various frameworks. Supported frameworks are TensorFlow, PyTorch, ONNX, OpenVINO, TFJS, TFTRT, TensorFlowLite (Float32/16/INT8), EdgeTPU, CoreML.

ppe-detection icon ppe-detection

Using deep learning object detector for personal protective equipment

ppe-detection-pose icon ppe-detection-pose

Pose guided anchoring for detecting proper use of personal protective equipment

ppe-entrance-examples icon ppe-entrance-examples

API4AI is cloud-native computer vision & AI platform for startups, enterprises and individual developers. This repository contains sample mini apps that utilizes Personal Protective Equipment (PPE) Recognition API provided by API4AI.

ppe-examples icon ppe-examples

API4AI is cloud-native computer vision & AI platform for startups, enterprises and individual developers. This repository contains sample mini apps that utilizes Personal Protective Equipment (PPE) Recognition API provided by API4AI.

ppe-object-detection icon ppe-object-detection

Streamlit app using neural networks to detect personal protective equipment (PPE) in images.

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