abhijit1247 OP t1_izp78pp wrote
Reply to comment by Final-Rush759 in Why popular face detection models are failing against cartoons and is there any way to prevent these false positives? by abhijit1247
I think so these models were trained with real human faces (eg.- http://shuoyang1213.me/WIDERFACE/) and not cartoon faces. So, the example that I have shown would be a false positive.
CauseSigns t1_izp90t9 wrote
Unless a model claims to detect only non-cartoon faces, it’s not a false positive. A face is a face
abhijit1247 OP t1_izqxfer wrote
Due to lack of details of cartoon faces, the model should not detect these cartoon faces as faces with a high confidence score (about 86.8 %). If this is the case then these models are as bad as haar cascade based face detectors.
mr_birrd t1_izpew7e wrote
that's not how it actually learns and it's a good thing, would be complete overfit if it only gives true positives for the exact images it saw in training.
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