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isanet

Interlaced Sparse Self-Attention for Semantic Segmentation

Reference

Lang Huang, Yuhui Yuan, Jianyuan Guo, Chao Zhang, Xilin Chen, Jingdong Wang: Interlaced Sparse Self-Attention for Semantic Segmentation. CoRR abs/1907.12273 (2019).

Performance

Cityscapes

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
ISANet ResNet50_OS8 769x769 80000 79.03% 79.43% 79.84% model | log | vdl
ISANet ResNet101_OS8 769x769 80000 80.10% 80.30% 80.58% model | log | vdl

Pascal VOC 2012 + Aug

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
ISANet ResNet50_OS8 512x512 40000 79.69% 79.93% 80.54% model | log | vdl
ISANet ResNet101_OS8 512x512 40000 79.57% 79.69% 80.11% model | log | vdl