Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:   investigate the problem of choosing the ade- quate colour representation for automated surface grading. Specifically,  discuss the pros and cons of different colour spaces, point out some common misconceptions about their use, and propose a number of 'best practices' for colour conversion. To put the discussion into practice  generated a new dataset of 25 classes of natural stone products which  used to systematically compare and evaluate the performance of seven device-dependent and three device-independent colour spaces through two classification strategies. With the nearest neighbour classifiers no sig- nificant difference emerged among the colour spaces considered, whereas with the linear classifier it was found that device-independent Lab and Luv spaces performed significantly better than the others.
['Francesco Bianconi', 'Raquel Bello', 'Antonio Fernández', 'Elena González']
I am writing a research paper on a idea On Comparing Colour Spaces From a Performance Perspective: Application to Automated Classification of Polished Natural Stones
[{"from": "human", "value": "I am writing a research paper on a idea On Comparing Colour Spaces From a Performance Perspective: Application to Automated Classification of Polished Natural Stones"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:   investigate the problem of choosing the ade- quate colour representation for automated surface grading. Specifically,  discuss the pros and cons of different colour spaces, point out some common misconceptions about their use, and propose a number of 'best practices' for colour conversion. To put the discussion into practice  generated a new dataset of 25 classes of natural stone products which  used to systematically compare and evaluate the performance of seven device-dependent and three device-independent colour spaces through two classification strategies. With the nearest neighbour classifiers no sig- nificant difference emerged among the colour spaces considered, whereas with the linear classifier it was found that device-independent Lab and Luv spaces performed significantly better than the others."}]