Domain Adaptation on SYNTHIA-to-Cityscapes

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mIoU

Rank	Model	mIoU	Extra Manual Annotation	Paper	Code	Year
21	SAC (VGG-16)	49.1	–	Self-supervised Augmentation Consistency for Adapting Semantic Segmentation	visinf/da-sac	2021
22	PyCDA (ResNet-101)	46.7	–	Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach	lianqing11/pycda	2019
23	BiMaL	46.2	–	BiMaL: Bijective Maximum Likelihood Approach to Domain Adaptation in Semantic Scene Segmentation	uark-cviu/bimal	2021
24	FADA (ResNet-101)	45.2	–	Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation	JDAI-CV/FADA	2020
25	PIT (ResNet-101)	44.0	–	Cross-Domain Semantic Segmentation via Domain-Invariant Interactive Relation Transfer		2020
26	SA-I2I (VGG-16)	41.5	–	Semantically Adaptive Image-to-image Translation for Domain Adaptation of Semantic Segmentation		2020
27	ADVENT (ResNet-101)	41.2	–	ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation	thuml/Transfer-Learning-Library · valeoai/ADVENT · yuan-zm/dgt-st · +1	2018
28	LDR (VGG-16)	41.1	–	Label-Driven Reconstruction for Domain Adaptation in Semantic Segmentation		2020
29	CD-AM (VGG-16)	40.8	–	Context-Aware Domain Adaptation in Semantic Segmentation		2020
30	FDA (VGG-16)	40.5	–	FDA: Fourier Domain Adaptation for Semantic Segmentation	albumentations-team/albumentations · thuml/Transfer-Learning-Library · YanchaoYang/FDA	2020
31	FADA (VGG-16)	39.5	–	Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation	JDAI-CV/FADA	2020
32	PIT (VGG-16)	38.1	–	Cross-Domain Semantic Segmentation via Domain-Invariant Interactive Relation Transfer		2020
33	PyCDA (VGG-16)	35.9	–	Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach	lianqing11/pycda	2019