Future Work
For future work, we could implement the automatic function to grab the sample fashion models and use these data to train the machine learning model automatically.
Another work we can improve is the color detection part. Now the API can only detect the dominant color in the picture, which means the top and bottom has to be in two separate pictures. In the future we can find some better color detection method that can detect the two colors inside the same picture.
In the future we can also implement more style choices. Now the model only has the basic daily styles available, but these basic styles can be divided into many sub-styles. And the style choice is now only top and bottom. But there exists the case when only one dress is needed, and there is no need for both top and bottom. So these functions need to be improved.
We may also implement the user choices in the future. Users will be able to create or select their preference choices. And the popular choices will be populated as the sample data so that other users will benefit from these popular opinions.
For future work, we could implement the automatic function to grab the sample fashion models and use these data to train the machine learning model automatically.
Another work we can improve is the color detection part. Now the API can only detect the dominant color in the picture, which means the top and bottom has to be in two separate pictures. In the future we can find some better color detection method that can detect the two colors inside the same picture.
In the future we can also implement more style choices. Now the model only has the basic daily styles available, but these basic styles can be divided into many sub-styles. And the style choice is now only top and bottom. But there exists the case when only one dress is needed, and there is no need for both top and bottom. So these functions need to be improved.
We may also implement the user choices in the future. Users will be able to create or select their preference choices. And the popular choices will be populated as the sample data so that other users will benefit from these popular opinions.