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BOBrown avatar BOBrown commented on August 15, 2024

@miaozhang97bosch
Your concern is valuable. We use [x, y, z] as the cross-domain setting (such as Uni3D and Bi3D) for alignment with previous research work, such as ST3D. However, we also believe that intensity is important for distinguishing different objects obtained using LiDAR. Therefore, it may be beneficial to conduct cross-domain research that includes the intensity for the cross-domain 3D object detection.

Additionally, since AD-PT is the first work to study how pre-trained model parameters can be fine-tuned to different datasets, we adopted the experimental setting of [x, y, z, intensity] (or [x, y, z, intensity, elongation] for Waymo), utilizing all the information obtained from the employed LiDAR.

from 3dtrans.

miaozhang97bosch avatar miaozhang97bosch commented on August 15, 2024

Got it. Thanks for your reply.

from 3dtrans.

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