Re:Modelplace: AI Model Marketplace by OpenCV
by wokwokwok on Tuesday June 15, 2021 @11:43AM
(#27517101)
They dont need to fine tune it for better results, they only need to fine tune it to give different results and sell it for $5 less than you are.
Re:Modelplace: AI Model Marketplace by OpenCV
by belval on Tuesday June 15, 2021 @01:51PM
(#27518932)
I misunderstood your point.
The "attack" that you are describing could probably be mitigated by doing activation analysis. Given random initialization even with fine-tuning the activation distribution will be similar. Same method should be used to weed out people just repackaging the ImageNet pretrained model from torchvision.
That being said you can still distill a network into another with a teacher-student approach and that would be undetectable.
Re:Modelplace: AI Model Marketplace by OpenCV
by pepe-sad on Tuesday June 15, 2021 @12:40PM
(#27517909)
I believe it has a kind of pre-moderation.
Re:Modelplace: AI Model Marketplace by OpenCV
by aledalgrande on Tuesday June 15, 2021 @02:29PM
(#27519538)
The marketplace should probably be on datasets.
Re:Modelplace: AI Model Marketplace by OpenCV
by Moosdijk on Tuesday June 15, 2021 @02:39PM
(#27519654)
I'd rather buy a model than a dataset that I have to spend money to train a model with.
Re:Modelplace: AI Model Marketplace by OpenCV
by aledalgrande on Tuesday June 15, 2021 @04:41PM
(#27521217)
You are limited in expanding your dataset and making your model better, if you only have the model. And I would rather see how clean/balanced the dataset my model was built from was.
That being said, if I am selling a bird classifier chances are that to train it I had to combine multiple datasets and someone can't easily finetune it to get better results.