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BDD_AD dataset and BDD_OIA dataset #1

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JaneFo opened this issue Jun 13, 2023 · 2 comments
Open

BDD_AD dataset and BDD_OIA dataset #1

JaneFo opened this issue Jun 13, 2023 · 2 comments

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@JaneFo
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JaneFo commented Jun 13, 2023

Hello, thank you for such excellent work. I want to ask you a question, why not align the BDD_AD dataset with the BDD_OIA dataset, that is, jointly optimize the two sub-networks and train two tasks together?

@fyctime052
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Thank you so much for your comment and question!

In the NLE-DM network, the natural-language description is considered as the a more concise and efficient alternative of the reason to explain the driving actions. So, we do not train the network to jointly predict the reasons and descriptions.
However, taking into account the correlation between the two tasks, jointly predicting them may lead to different outcomes (the prediction performance of the reason may be improved), which deserves further experimental testing.

Thank you again for your question. I hope I have clarified your doubts.

@JaneFo
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JaneFo commented Jul 17, 2023 via email

@fyctime052 fyctime052 reopened this Jul 17, 2023
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