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A sharp decline in performance from OPV2V to V2Xset? #114

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lubin2022 opened this issue Nov 8, 2023 · 1 comment
Open

A sharp decline in performance from OPV2V to V2Xset? #114

lubin2022 opened this issue Nov 8, 2023 · 1 comment

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@lubin2022
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I want to train the pointpillar_v2vnet model on both OpV2V and V2XSet dataset, the yaml file are the same except for the 'root_dir' and 'validate_dir'. One is 'opv2v/train', 'opv2v/validate' and the other one is 'v2xset/train', 'v2xset/validate'. For the OPV2V dataset, [email protected]=0.914, [email protected]=0.798, but for the V2XSet dataset, [email protected]=0.672, [email protected]=0.315
Why does the performance differ so much between two datasets? Is it normal?

@DerrickXuNu
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V2XSet is usually more challenging than opv2v, but from my own experiments, the difference is not that large as yours. I think you didn't train the models well on V2XSet

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