ZikangZhou / QCNet

[CVPR 2023] Query-Centric Trajectory Prediction
https://openaccess.thecvf.com/content/CVPR2023/papers/Zhou_Query-Centric_Trajectory_Prediction_CVPR_2023_paper.pdf
Apache License 2.0
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Reusing of agent state/ map polygon encodings in subsequent observation windows #19

Closed kennethweitzel closed 11 months ago

kennethweitzel commented 1 year ago

The paper states:

Benefiting from modeling in local reference frames, the embedding of each agent state/map polygon has only one instance and can be reused in the subsequent observation windows.

As the Argoverse 2 dataset contains independent scenarios as samples, the scene features are encoded from scratch for every sample and it is not possible to reuse any embeddings. If I want to apply your model on a real life use case where the next sample is the next observation window in time, how would I implement this reusing of the agent state/ map polygon encodings?

kiwen-lee commented 1 year ago

I am also getting confused and hope to get a reply from the author soon.

rongxiaoqu commented 1 year ago

I suspect that this statement is only valid when working on given dataset like argoverse, where we are given all the scene features in advance.

kennethweitzel commented 11 months ago

It was mentioned here: #7 It is not possible yet with this code base