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Masked-Attention Mask Transformer for Universal Image Segmentation

Reference

Cheng, Bowen, et al. "Masked-attention mask transformer for universal image segmentation." Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2022.

Prerequesites

  • Compile and install external operators by executing the following instructions:
cd paddlepanseg/models/ops
cd ms_deform_attn
python setup.py install

Performance

COCO minival

Model Backbone Resolution Training Iters PQ mIoU mAP50 Links
Mask2Former ResNet50-vd 1024x1024 370k 53.69% 63.22% 49.16% config | model
  • The models were trained using 4 GPUs.

Export

Currently, this model can NOT be exported.