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Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers

Reference

Zheng, Sixiao, Jiachen Lu, Hengshuang Zhao, Xiatian Zhu, Zekun Luo, Yabiao Wang, Yanwei Fu et al. "Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers." arXiv preprint arXiv:2012.15840 (2020).

Performance

CityScapes

Model Backbone Head Resolution Training Iters mIoU(slice) Links
Segmentation Transformer Vision Transformer Naive 769x769 40000 77.29% model | log | vdl
Segmentation Transformer Vision Transformer PUP 769x769 40000 78.08% model | log | vdl
Segmentation Transformer Vision Transformer MLA 769x769 40000 76.52% model | log | vdl