conradry / max-deeplab

Unofficial implementation of MaX-DeepLab for Instance Segmentation

MaX-DeepLab

Unofficial implementation of MaX-DeepLab for Instance Segmentation: https://arxiv.org/abs/2012.00759v1.

Status

Only the MaX-DeepLab-S architecture is putatively implemented. Primarily, this code is intended as a reference; I can't make any guarantees that it will reproduce the results of the paper.

• Axial Attention block
• Dual Path Transformer block
• MaX-DeepLab-S architecture
• Hungarian Matcher
• PQ-style loss
• Auxiliary losses (Instance discrimination, Mask-ID cross-entropy, Semantic Segmentation)
• Coco Panoptic Dataset
• Simple inference

Usage

See example.ipynb.