GO BLue INtelligence (GOBLIN) Detector

1st place winner in 4th Annual VIMS Datathon Competition 2023 - ASCE2023

Group Members

Gunwoo Yong1, Francis Baek1, Leyang Wen1, Seung-Gu Lee2, Juhyeon Bae1, SangHyun Lee3*

1. Ph.D. Candidate, Dynamic Project Management Lab, Dept. of Civil & Environmental Engineering, University of Michigan
2. Undergraduate Student, Dynamic Project Management Lab, Dept. of Computer Science, University of Michigan
3. Advisor, Professor & John L. Tishman CM Faculty Scholar Associate Department Chair of Research, Dept. of Civil & Environmental Engineering, University of Michigan

Group Website

Presentation

ASCE Slides

Test Submission

Code Repositories:

General Detector (YOLOv8)

Worker Detector (YOLOv8) & Evaluation

Natural Language Based Auto-labeling Network (GroundingDINO)

Annotation Tool

Flickr & Bing Scraper

YouTube Scraper

Image Augmentation (Noise Addition)

Image Augmentation (Cut & Paste)

Custom Construction Dataset:

Official dataset submission for i3CE2023 Datathon

Custom augmented dataset

Weights:

General detection - YOLOv8-x

Worker detection - YOLOv8-x