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dPCR wells detection v2 Computer Vision Project

new-workspace-l7ddx

Updated 3 years ago

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dust
positive_well
Description

Here are a few use cases for this project:

  1. Biomedical Research: Researchers can use the "dPCR wells detection v2" model to analyze digital PCR (polymerase chain reaction) experiments, identify positive wells and distinguish them from wells containing dust, improving the accuracy and efficiency of gene or protein quantification studies and diagnostics.

  2. Quality Control in dPCR Manufacturing: Manufacturers of microplates or well plates for PCR can use the model to inspect and ensure the cleanliness and quality of their products by detecting and quantifying dust presence in the wells, resulting in better reliability and performance of PCR experiments.

  3. Automated Lab Processing: Laboratories can use the model to automatically process and analyze high-throughput dPCR experiments by detecting positive wells and dust, allowing efficient data interpretation and reducing the time and errors associated with manual inspection.

  4. Remote Lab Assistance: dPCR wells detection v2 can be integrated into cloud-based lab platforms to assist scientists remotely in accurately detecting positive wells and identifying dust contamination, facilitating distributed research collaborations and remote data analysis.

  5. Education and Training: Instructors in molecular biology or related fields can use the model as a teaching aid to help students understand dPCR concepts, demonstrate real-life applications of computer vision in the field, and develop skills for image analysis and interpretation.

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Cite This Project

LICENSE
CC BY 4.0

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

                        @misc{
                            dpcr-wells-detection-v2_dataset,
                            title = { dPCR wells detection v2 Dataset },
                            type = { Open Source Dataset },
                            author = { new-workspace-l7ddx },
                            howpublished = { \url{ https://universe.roboflow.com/new-workspace-l7ddx/dpcr-wells-detection-v2 } },
                            url = { https://universe.roboflow.com/new-workspace-l7ddx/dpcr-wells-detection-v2 },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2022 },
                            month = { feb },
                            note = { visited on 2024-09-22 },
                            }
                        
                    

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