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Support of Incremental Object Detection #3

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rose-jinyang opened this issue Aug 5, 2020 · 1 comment
Open

Support of Incremental Object Detection #3

rose-jinyang opened this issue Aug 5, 2020 · 1 comment
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enhancement New feature or request

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@rose-jinyang
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rose-jinyang commented Aug 5, 2020

Hello
How are you?
Thanks for contributing this project.
I have a question.
Does this project support class-incremental training for saving training time without catastrophic forgetting?
Let's suppose I've trained a model on the dataset with K classes for 7 days.
If a new class is added into this dataset, should we train a model with the expanded dataset (K+1 classes) from begin?
If so, it is so expensive, especially in case of object detection in retail store.
That's because a new class of good is added frequently in retail store.
Can we train a new model in short time with the original weight on the expanded dataset?
I think that this is a very important function.
I send some recommended papers for this project.
https://arxiv.org/pdf/1708.06977.pdf
https://arxiv.org/pdf/2003.04668.pdf
https://arxiv.org/pdf/2003.06957.pdf
https://arxiv.org/pdf/2003.07304.pdf
Please let me know if you have a willing to implement this.
Thanks

@rose-jinyang rose-jinyang changed the title Support of Incremental Object Detection for Saving Training Time without Catastrophic Forgetting Support of Incremental Object Detection Aug 5, 2020
@Maycbj
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Maycbj commented Sep 4, 2020

We don't support these works in detection area now.
And I suggest you to modify our code directly, and I believe it is not difficult to implement these works.

@FateScript FateScript added the enhancement New feature or request label Sep 8, 2020
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