Domain Adaptation on Cityscapes-to-OxfordCar

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Augmentations	Paper	Date↕	Code
1	Uncertainty + Adaboost	75.2	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
2	MRNet+Rectifying Label(ResNet-101)	74.4	No	Rectifying Pseudo Label Learning via Uncertainty...	2020-03-08	Code
3	MRNet	73.9	No	Unsupervised Scene Adaptation with Memory Regula...	2019-12-24	Code
4	MRNet + Adaboost	73.7	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code

#1Uncertainty + AdaboostSOTA
75.2
mIoU· 2021-03-29
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Code
#2MRNet+Rectifying Label(ResNet-101)SOTA
74.4
mIoU· 2020-03-08
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation Code
#3MRNetSOTA
73.9
mIoU· 2019-12-24
Unsupervised Scene Adaptation with Memory Regularization in vivo Code
#4MRNet + Adaboost
73.7
mIoU· 2021-03-29
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Code