Comparison with other active learning methods

[schubertm]

Hi,

you compared your method with 2 baselines (random, entropy) and 2 other approaches (Core-set, CDAL) and you outperformed all of them. The code with your query function is running but where in the code can i find the 4 other query functions to compare them with your approach for my own dataset?

Thanks in advance :)

[yuantn]

Hi,

The code with 2 baselines (random and entropy) is easy to implement. You only need to modify the function calculate_uncertainty in mmdet/apis/test.py.

For 2 other approaches (Core-set and CDAL), please refer to here (Core-set) and here (CDAL).

It should be noted that all other methods do not use the two adversarial classifiers and the MIL classifier.

Hope this is useful for you :)