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WuJunde avatar WuJunde commented on August 28, 2024

it mainly considers the case of "point/click prompt". one click is commonly assigned with one class

from medical-sam-adapter.

GitHub-TXZ avatar GitHub-TXZ commented on August 28, 2024

but if it is unbalanced class in my dataset, i.e. liver and liver tumor, the random choice of class in one slice will tend to the liver, which cause a non-objective results. And in evaluation, you take [0.1, 0.3 ,0.5,0.7,0.9] for threshold, what is the insights.

from medical-sam-adapter.

WuJunde avatar WuJunde commented on August 28, 2024

but if it is unbalanced class in my dataset, i.e. liver and liver tumor, the random choice of class in one slice will tend to the liver, which cause a non-objective results. And in evaluation, you take [0.1, 0.3 ,0.5,0.7,0.9] for threshold, what is the insights.

you can easily modify the ratio of clicked classes. multi-threshold is a standard evaluation strategy, to mitigate the influence of different thresholdings in the evaluation.

from medical-sam-adapter.

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