Development of Software for Defect Measurement on Threaded Inserts
| Thesis title in Czech: | Software pro měření defektů závitových hnízd |
|---|---|
| Thesis title in English: | Development of Software for Defect Measurement on Threaded Inserts |
| Key words: | fotogrametrie|závitové hnízdo|počítačové vidění|měření defektů|hloubková mapa|přehledový snímek|zpracování videa |
| English key words: | photogrammetry|threaded insert|computer vision|defect measurement|depth map|one image overview|video processing |
| Academic year of topic announcement: | 2024/2025 |
| Thesis type: | diploma thesis |
| Thesis language: | angličtina |
| Department: | Department of Software and Computer Science Education (32-KSVI) |
| Supervisor: | RNDr. Jan Blažek, Ph.D. |
| Author: | hidden - assigned and confirmed by the Study Dept. |
| Date of registration: | 13.05.2024 |
| Date of assignment: | 26.06.2024 |
| Confirmed by Study dept. on: | 26.06.2024 |
| Date and time of defence: | 09.06.2025 09:00 |
| Date of electronic submission: | 30.04.2025 |
| Date of submission of printed version: | 30.04.2025 |
| Date of proceeded defence: | 09.06.2025 |
| Opponents: | Ing. Vladimír Jarý, Ph.D. |
| Guidelines |
| Objective:
The objective of this diploma thesis is to develop software capable of accurately measuring defects on threaded inserts used in power plant vessel flanges. The software will utilize input data consisting of high-resolution 4K+ videoscans of threaded inserts with diameters ranging from 60mm to 120mm. These videos will capture the internal threads by rotating the camera 360° and performing several axial shifts. Additionally, the dataset will be supplemented with training data comprising 3D scans of silicone impressions of the threads. Tasks: 1) Develop algorithms to process the videoscans and generate a one image overview composed of frames from the input video data 2) Implement techniques for generating a high-precision depth map of the threaded inserts registered with one image overview. 3) Evaluate limits of the software by means of input data quality and its parametrization. 4) Document the software development process, including methodologies, algorithms, and implementation details. Deliverables: - Software capable of: - Directly process video stream from GoPro Hero 9 as well as MP4 files - Generating overview images from input videoscans. - Producing high-precision depth maps of threaded inserts. - Detecting and measuring defects with accuracy. - Thesis report documenting the entire development process, including literature review, methodology, results, and conclusions. |
| References |
| Yang, Lihe, Bingyi Kang, Zilong Huang, Xiaogang Xu, Jiashi Feng, and Hengshuang Zhao. "Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data." In CVPR, 2024. [Online]. Available: https://depth-anything.github.io |