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Pre-trained models

Released pre-trained models for all main paper experiments.

Pascal3D+

Classes Number of
meanshapes
Masks Paper
reference
3D
IoU
Download
Aeroplane 8 GT + MaskRCNN Table 2 0.460 model
Car 10 GT + MaskRCNN Table 2 0.684 model
Aeroplane,Car 2 GT + MaskRCNN Table 2 0.567 model
Aeroplane,Car 1 GT + PointRend Table 4 0.532 model
Aeroplane,Car 2 GT + PointRend Table 4 0.552 model
Bicycle,Bus,Car,Motorbike 1 GT + PointRend Table 4 0.517 model
Bicycle,Bus,Car,Motorbike 4 GT + PointRend Table 4 0.543 model
12 Pascal3D+ classes 1 GT + PointRend Table 4 0.409 model
12 Pascal3D+ classes 12 GT + PointRend Table 4 0.425 model

To compute the 3D IoU metric for Pascal3D+, click here and download the MatLab code. We started from the DRC repo and adapt the code for reading our generated mat files containing the predicted meshes.

CUB

Classes Number of
meanshapes
Masks Paper
reference
Mask
IoU
Download
Bird 1 GT Table 3 0.658 model
Bird 14 GT Table 3 0.642 model