Hi @karfly Thanks for your sharing sincerely! I try test the model on the CMU Panoptic dataset, get into trouble like the result pic:  - resnet152 pre 2d is ok - gt 3d project to 2d is ok - but the pre 3d is bad! all point at center of pic how can i debug it ???