HorizonRobotics / Sparse4D

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Regarding Training on custom dataset #72

Open shubhendu-ranadive opened 2 months ago

shubhendu-ranadive commented 2 months ago

Hello,

Thank you for the great work on Spatio-Temporal 3D-OD models.

I have a small and maybe naive question about training Sparse4Dv3 on custom dataset. I have lots of camera frames in my sequential dataset that do not contain any target object for detection (for example, NuScenes classes). While training the model on this dataset, should those frames be removed or be kept as it is, since the model uses information from previous frames?

linxuewu commented 1 month ago

Frames without targets can be retained during training. However, it depends on their proportion; if the proportion is too high, it will affect the model's performance.

andrew403 commented 2 days ago

Hello, I am also trying to use my own dataset for training, what parameters do I need to contain in the dataset? Duing the inference, what part of the parameters are being used? I am struggling on this problem recently, so if you know anything would be helpful to me. Thank you.