Domain Adaptation on SYNTHIA-to-Cityscapes

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

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#	Model↕	mIoU (13 classes)▼	Augmentations	Paper	Date↕	Code
1	DCF	75.9	Yes	Transferring to Real-World Layouts: A Depth-awar...	2023-11-21	Code
2	MIC+CSI	75.9	No	Cross-Domain Semantic Segmentation on Inconsiste...	2024-08-05	Code
3	HRDA + PiPa	74.8	No	PiPa: Pixel- and Patch-wise Self-supervised Lear...	2022-11-14	Code
4	MIC	74	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
5	HRDA	72.4	No	HRDA: Context-Aware High-Resolution Domain-Adapt...	2022-04-27	Code
6	SePiCo	71.4	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
7	DIDA	70.1	No	Dual-level Interaction for Domain Adaptive Seman...	2023-07-16	Code
8	DAFormer + ProCST	68.2	Yes	ProCST: Boosting Semantic Segmentation Using Pro...	2022-04-25	Code
9	Sepico + HIAST	68.1	No	Hard-aware Instance Adaptive Self-training for U...	2023-02-14	Code
10	DAFormer	67.4	No	DAFormer: Improving Network Architectures and Tr...	2021-11-29	Code
11	SePiCo (DeepLabv2 ResNet-101)	66.5	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
12	TransDA-B	66.3	No	Smoothing Matters: Momentum Transformer for Doma...	2022-03-15	Code
13	G2L	64.4	No	-	-	-
14	FAFS	61.4	No	-	-	-
15	AdaptSeg + HIAST	60.3	No	Hard-aware Instance Adaptive Self-training for U...	2023-02-14	Code
16	Re-EnD-UDA	59.95	No	Rethinking Ensemble-Distillation for Semantic Se...	2021-04-29	Code
17	ProCA(ResNet-101)	59.6	No	Prototypical Contrast Adaptation for Domain Adap...	2022-07-14	Code
18	Uncertainty + Adaboost	57.5	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
19	Uncertainty	54.9	No	Rectifying Pseudo Label Learning via Uncertainty...	2020-03-08	Code
20	MRNet + Adaboost	52.9	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
21	MRNet	50.2	No	Unsupervised Scene Adaptation with Memory Regula...	2019-12-24	Code