3D Print Failure Detector Computer Vision Project

3D Print Error Detection

Updated a year ago

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Description

This is a test project that I'm using to compare against another object detection project to determine which is more effective for identifying failures/errors in 3D prints. I ultimately would like to apply the most effective model to my live feed recordings so that I can be alerted if an error is detected so that I can remotely stop printing to prevent damage the the printer as well as other potential saftey issues.

The images I used for this project are a combination of my own as well as from other public projects. They can be found: https://www.repository.cam.ac.uk/items/6d77cd6d-8569-4bf4-9d5f-311ad2a49ac8/full https://www.kaggle.com/datasets/justin900429/3d-printer-defected-dataset

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CC BY 4.0

If you use this dataset in a research paper, please cite it using the following BibTeX:

                        @misc{
                            3d-print-failure-detector_dataset,
                            title = { 3D Print Failure Detector Dataset },
                            type = { Open Source Dataset },
                            author = { 3D Print Error Detection },
                            howpublished = { \url{ https://universe.roboflow.com/3d-print-error-detection/3d-print-failure-detector } },
                            url = { https://universe.roboflow.com/3d-print-error-detection/3d-print-failure-detector },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { dec },
                            note = { visited on 2024-11-24 },
                            }