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followers: 21.0 following: 17.0 repos: 28.0 gists: 0.0

Name: Jiho Park

Type: User

Company: SAPEON Korea Inc.

Bio: CV/ML Software Engineer

Location: Pangyo, Korea

Blog: https://big-dream-world.tistory.com

😄 Biography

I am a researcher in the field of machine learning with a focus on computer vision. My research interests include the foundations of algorithms and their real-world applications through machine learning and statistical pattern analysis.

I have a background in architectural engineering, having graduated from Pusan National University (PNU) and obtaining my MS in civil and environmental engineering from the Korea Advanced Institute of Science and Technology (KAIST). My master's thesis involved the use of computer vision and image processing techniques for defect detection. Since then, I have been deeply engaged in the field of artificial intelligence, constantly expanding my knowledge through work experience.

My professional experience began at Cafe24 Corp, where I developed computer vision-based web service solutions for the e-commerce market, such as image inpainting, interactive segmentation, dominant color analysis, and landmark detection. After then, I worked on vessel detection project for autonomous navigation system at Avikus.

Now, I am working on deep learning modeling and optimization for Neural Processing Unit(NPU) at SAPEON Korea Inc.

📃 Research Project

Date	Task Type	Research Title
Jun.2021~Mar.2023	Object Detection	Development of vision based marine intelligent navigation assistant system
Nov.2020~May.2021	Landmark Detection	Fashion product size-charting automation based on landmark detection
Jun.2020~Dec.2020	Color Quantization	Dominant color extractor using K-means clustering
Nov.2019~Aug.2020	Object Segmentation	Super-detail model object segmentation
Apr.2019~Dev.2019	Image Generation	Real-time object removal and background restoration
Feb.2017~Aug.2018	Image Classification	Development of micro-crack detection system in Flexible OLED using laser thermography
Aug.2016~Feb.2017	Image Processing	Large-scale infrastructure monitoring and management using unmanned inspection units
Jul.2016~Jun.2017	Outlier Detection	Development of automated non-destructive inspection system for damage detection in triplex adhesive layers

📧 Contact

Jiho Park's Projects

algorithm_practice

Data Structure and Algorithm problem code solutions using notebook

algorithms

Introduction to algorithms for learners

classification

Training classification model for generating backbone

computer_vision

This is repository for source codes to activate computer vision models

data_tools_practice

Basic data processing tool tutorials using notebook. (pandas, numpy, crawling, and etc.)

design-patterns

General Design-Patterns with Python

examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

highperformance-python

High Performance Python

intro-to-dl

Resources for "Introduction to Deep Learning" course.

kalman_filter

kd_lib

A Pytorch Knowledge Distillation library for benchmarking and extending works in the domains of Knowledge Distillation, Pruning, and Quantization.

loader

Data loader for image / video source

machine_learning

record of Cosera's machine learning & deep learning class

machine_learning_practice

Basic machine learning tutorials using notebook

map

calculating mAP used as Object Detection metric

object-detection-metrics

Most popular metrics used to evaluate object detection algorithms.

openai-clip

Simple implementation of OpenAI CLIP model in PyTorch.

pjh5672

pytorch_multi_gpu

How to use multi gpu in Pytorch??

recommendation_system

repository for developing a recommendation system

tester-of-detectors

Tester-of-Detectors

trainer-of-detectors

Trainer-of-Detectors

yolo-v1-for-studying

YOLO v1 paper review and code implementation from aladdinpersson

yolov1

YOLOv1 implementation using PyTorch

yolov2

YOLOv2 implementation using PyTorch

yolov3

YOLOv3 implementation using PyTorch

yolov4

YOLOv4 implementation using PyTorch

yolov5

YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite

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