HaohaoNJU / CenterPoint

TensorRT deployment for CenterPoint Lidar Detection Model.
MIT License
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Is this an error in bin file creation? #36

Open limih0212 opened 1 year ago

limih0212 commented 1 year ago

First of all, thank you for your project.

I converted waymo dataset to pkl file according to this guide. And I created a bin file with your "generate_input_data.py".

When I used these bin files, the detection result did not reach your sample result. Again, the detection results of your samples (seq_0_frame_101.bin and seq_0_frame_100.bin) were very good.

Is this an error in bin file creation? If my PC environment was a problem, the detection results of seq_0_frame_101.bin and seq_0_frame_100.bin would not be as good as the sample.

The environment in which I created the bin file is as follows. And I attach the bin file and the result that I used.

Screenshot from 2023-05-03 17-31-01

seq_0_frame_197.bin.txt seq_0_frame_197.zip

mhmmdjafarg commented 1 year ago

I have same issue here, i use waymo dataset v1.4.2 with 10 Val tfrecord. And got result from waymo_eval like this

OBJECT_TYPE_TYPE_VEHICLE_LEVEL_2/AP [0.26191792]
OBJECT_TYPE_TYPE_VEHICLE_LEVEL_2/APH [0.25024492]
OBJECT_TYPE_TYPE_VEHICLE_LEVEL_2/Recall@0.95 [0.0]
OBJECT_TYPE_TYPE_PEDESTRIAN_LEVEL_2/AP [0.4423461]
OBJECT_TYPE_TYPE_PEDESTRIAN_LEVEL_2/APH [0.3565605]
OBJECT_TYPE_TYPE_PEDESTRIAN_LEVEL_2/Recall@0.95 [0.0]
OBJECT_TYPE_TYPE_SIGN_LEVEL_2/AP [0.0]
OBJECT_TYPE_TYPE_SIGN_LEVEL_2/APH [0.0]
OBJECT_TYPE_TYPE_SIGN_LEVEL_2/Recall@0.95 [0.0]
OBJECT_TYPE_TYPE_CYCLIST_LEVEL_2/AP [0.030788602]
OBJECT_TYPE_TYPE_CYCLIST_LEVEL_2/APH [0.028065205]
OBJECT_TYPE_TYPE_CYCLIST_LEVEL_2/Recall@0.95 [0.0]

But the result is quite good if using your bin file Please help @HaohaoNJU thank you

mhmmdjafarg commented 1 year ago

Looks like your pkl file xyz is like this, (very small number)

Screen Shot 2023-07-27 at 00 22 15

while waymo have like this

Screen Shot 2023-07-27 at 00 22 28