Image Generation on SYNTHIA-to-Cityscapes

Metric: MIoU (13 classes) (higher is better)

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#	Model↕	MIoU (13 classes)▼	Extra Data	Paper	Date↕	Code
1	DCF	75.9	Yes	Transferring to Real-World Layouts: A Depth-awar...	2023-11-21	Code
2	HRDA+PiPa	74.8	No	PiPa: Pixel- and Patch-wise Self-supervised Lear...	2022-11-14	Code
3	MIC	74	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
4	HRDA	72.4	No	HRDA: Context-Aware High-Resolution Domain-Adapt...	2022-04-27	Code
5	SePiCo	71.4	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
6	EHTDI*	69.2	No	Exploring High-quality Target Domain Information...	2022-08-12	Code
7	CAMix (w DAFormer)	69.2	No	Context-Aware Mixup for Domain Adaptive Semantic...	2021-08-08	Code
8	Sepico + HIAST	68.1	No	Hard-aware Instance Adaptive Self-training for U...	2023-02-14	Code
9	DAFormer	67.4	No	DAFormer: Improving Network Architectures and Tr...	2021-11-29	Code
10	SePiCo (ResNet-101)	66.5	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
11	TransDA-B	66.3	No	Smoothing Matters: Momentum Transformer for Doma...	2022-03-15	Code
12	EHTDI	64.6	No	Exploring High-quality Target Domain Information...	2022-08-12	Code
13	G2L	64.4	No	-	-	-
14	ProDA+CRA	63.7	No	Cross-Region Domain Adaptation for Class-level A...	2021-09-14	-
15	CorDA(ResNet-101)	62.8	Yes	Domain Adaptive Semantic Segmentation with Self-...	2021-04-28	Code
16	ProDA(ResNet-101)	62	No	Prototypical Pseudo Label Denoising and Target S...	2021-01-26	Code
17	AdaptSeg + HIAST	60.3	No	Hard-aware Instance Adaptive Self-training for U...	2023-02-14	Code
18	DSP(ResNet-101)	59.9	No	DSP: Dual Soft-Paste for Unsupervised Domain Ada...	2021-07-20	Code
19	CAMix (ResNet 101)	59.7	No	Context-Aware Mixup for Domain Adaptive Semantic...	2021-08-08	Code
20	SAC(ResNet-101)	59.3	No	Self-supervised Augmentation Consistency for Ada...	2021-04-30	Code
21	CLST(ResNet-101)	57.8	No	Contrastive Learning and Self-Training for Unsup...	2021-05-05	-
22	Uncertainty + Adaboost (ResNet-101)	57.5	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
23	IAST(ResNet-101)	57	No	Instance Adaptive Self-Training for Unsupervised...	2020-08-27	Code
24	Coarse-to-Fine(ResNet-101)	55.5	No	Coarse-to-Fine Domain Adaptive Semantic Segmenta...	2021-03-24	-
25	MRNet+Rectifying Label(ResNet-101)	54.9	No	Rectifying Pseudo Label Learning via Uncertainty...	2020-03-08	Code
26	DACS(ResNet-101)	54.81	No	DACS: Domain Adaptation via Cross-domain Mixed S...	2020-07-17	Code
27	PixMatch(ResNet-101)	54.5	No	PixMatch: Unsupervised Domain Adaptation via Pix...	2021-05-17	Code
28	PLCA (ResNet-101)	54	No	Pixel-Level Cycle Association: A New Perspective...	2020-10-31	Code
29	MRNet(ResNet-101)	53.8	No	Unsupervised Scene Adaptation with Memory Regula...	2019-12-24	Code
30	MRNet + Adaboost (ResNet-101)	52.9	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
31	CAG-UDA	52.6	No	Category Anchor-Guided Unsupervised Domain Adapt...	2019-10-29	Code
32	FADA(ResNet-101)	52.5	No	Classes Matter: A Fine-grained Adversarial Appro...	2020-07-17	Code
33	MetaCorrection(ResNet-101)	52.5	No	MetaCorrection: Domain-aware Meta Loss Correctio...	2021-03-09	Code
34	CLAN	47.8	No	Taking A Closer Look at Domain Shift: Category-l...	2018-09-25	Code
35	AdaptSegNet(Multi-level)	46.7	No	Learning to Adapt Structured Output Space for Se...	2018-02-28	Code