Unsupervised Domain Adaptation on SYNTHIA-to-Cityscapes

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	DCF	69.3	Yes	Transferring to Real-World Layouts: A Depth-awar...	2023-11-21	Code
2	MIC+CSI	68.8	No	Cross-Domain Semantic Segmentation on Inconsiste...	2024-08-05	Code
3	MIC	67.3	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
4	CLUDA+HRDA	67.2	No	CLUDA : Contrastive Learning in Unsupervised Dom...	2022-08-27	Code
5	HRDA	65.8	No	HRDA: Context-Aware High-Resolution Domain-Adapt...	2022-04-27	Code
6	DIDA	63.3	No	Dual-level Interaction for Domain Adaptive Seman...	2023-07-16	Code
7	DAFormer+CSI	61.4	No	Cross-Domain Semantic Segmentation on Inconsiste...	2024-08-05	Code
8	DAFormer	60.9	No	DAFormer: Improving Network Architectures and Tr...	2021-11-29	Code
9	G2L	56.8	No	-	-	-
10	FAFS	54.5	No	-	-	-
11	Re-EnD-UDA	52.58	No	Rethinking Ensemble-Distillation for Semantic Se...	2021-04-29	Code
12	Uncertainty + Adaboost	50.4	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
13	Uncertainty	47.9	No	Rectifying Pseudo Label Learning via Uncertainty...	2020-03-08	Code
14	MRNet + Adaboost	45.9	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
15	MRNet	43.2	No	Unsupervised Scene Adaptation with Memory Regula...	2019-12-24	Code