Comet assay analysis Computer Vision Project

Here are a few use cases for this project:

1. Cancer Research: Comet assay analysis can be utilized by researchers to study DNA damage and repair in cancer cells. The model can accurately identify different comet types, providing insights into genotoxicity, cellular response to drugs, and potential treatments.

2. Toxicology Testing: The computer vision model can aid in the assessment of the toxic nature of chemical compounds, pharmaceuticals, or environmental pollutants. By identifying comets with different forms, researchers can understand the DNA damaging effects of such substances and their potential impact on human health and the environment.

3. Radiation Exposure Analysis: The Comet assay analysis model can be employed to examine the impact of radiation exposure on living organisms. By classifying comet types, the model can help in identifying the extent of DNA damage, providing vital information for radiobiology and radiation protection.

4. Environmental Monitoring: The model can be used in the detection of genotoxic agents present in the environment, allowing researchers to analyze the potential impact of exposure to hazardous substances on wildlife and human health. The identification of comets can guide appropriate mitigation measures and assess the efficacy of environmental policies.

5. Agricultural Research: In plant breeding and crop improvement, the computer vision model can be implemented to study the response of plants to biotic and abiotic stress factors. By detecting different types of comets, researchers can evaluate DNA damage in plants and develop strategies to enhance genetic resistance and crop yields.