Domain Adaptation on SYNTHIA-to-Cityscapes

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Augmentations	Paper	Date↕	Code
1	HALO	78.1	No	Hyperbolic Active Learning for Semantic Segmenta...	2023-06-19	Code
2	ILM-ASSL	76.6	No	Iterative Loop Method Combining Active and Semi-...	2023-01-31	Code
3	DCF	69.3	No	Transferring to Real-World Layouts: A Depth-awar...	2023-11-21	Code
4	DCF	69.3	Yes	Transferring to Real-World Layouts: A Depth-awar...	2023-11-21	Code
5	MIC+CSI	68.8	No	Cross-Domain Semantic Segmentation on Inconsiste...	2024-08-05	Code
6	HRDA+PiPa	68.2	No	PiPa: Pixel- and Patch-wise Self-supervised Lear...	2022-11-14	Code
7	MIC	67.3	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
8	MIC	67.3	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
9	CLUDA+HRDA	67.2	No	CLUDA : Contrastive Learning in Unsupervised Dom...	2022-08-27	Code
10	FREDOM - Transformer	67	No	FREDOM: Fairness Domain Adaptation Approach to S...	2023-04-04	Code
11	HRDA	65.8	No	HRDA: Context-Aware High-Resolution Domain-Adapt...	2022-04-27	Code
12	HRDA	65.8	No	HRDA: Context-Aware High-Resolution Domain-Adapt...	2022-04-27	Code
13	SePiCo	64.3	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
14	MIC + Guidance Training	63.8	No	Improve Cross-domain Mixed Sampling with Guidanc...	2024-03-22	Code
15	DIDA	63.3	No	Dual-level Interaction for Domain Adaptive Seman...	2023-07-16	Code
16	DAFormer + ProCST	61.6	Yes	ProCST: Boosting Semantic Segmentation Using Pro...	2022-04-25	Code
17	DAFormer+CSI	61.4	No	Cross-Domain Semantic Segmentation on Inconsiste...	2024-08-05	Code
18	DAFormer	60.9	No	DAFormer: Improving Network Architectures and Tr...	2021-11-29	Code
19	DAFormer	60.9	No	DAFormer: Improving Network Architectures and Tr...	2021-11-29	Code
20	GtA-SFDA (DeepLabv2-ResNet101)	60.1	No	Generalize then Adapt: Source-Free Domain Adapti...	2021-08-25	Code
21	FREDOM - DeepLabV2	59.1	No	FREDOM: Fairness Domain Adaptation Approach to S...	2023-04-04	Code
22	SePiCo (DeepLabv2-ResNet-101)	58.1	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
23	ProDA+CRA	56.9	No	Cross-Region Domain Adaptation for Class-level A...	2021-09-14	-
24	G2L	56.8	No	-	-	-
25	CorDA (ResNet-101)	55	Yes	Domain Adaptive Semantic Segmentation with Self-...	2021-04-28	Code
26	FAFS	54.5	No	-	-	-
27	SAC (ResNet-101)	52.6	No	Self-supervised Augmentation Consistency for Ada...	2021-04-30	Code
28	Re-EnD-UDA	52.58	No	Rethinking Ensemble-Distillation for Semantic Se...	2021-04-29	Code
29	STPL	51.8	No	Spatio-Temporal Pixel-Level Contrastive Learning...	2023-03-25	Code
30	STPL	51.8	No	Spatio-Temporal Pixel-Level Contrastive Learning...	2023-03-25	Code
31	RPT (ResNet-101)	51.2	No	Transferring and Regularizing Prediction for Sem...	2020-06-11	-
32	Uncertainty + Adaboost	50.4	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
33	IAST (ResNet-101)	49.8	No	Instance Adaptive Self-Training for Unsupervised...	2020-08-27	Code
34	SAC (VGG-16)	49.1	No	Self-supervised Augmentation Consistency for Ada...	2021-04-30	Code
35	Uncertainty	47.9	No	Rectifying Pseudo Label Learning via Uncertainty...	2020-03-08	Code
36	PyCDA (ResNet-101)	46.7	No	Constructing Self-motivated Pyramid Curriculums ...	2019-08-26	Code
37	BiMaL	46.2	No	BiMaL: Bijective Maximum Likelihood Approach to ...	2021-08-06	Code
38	MRNet + Adaboost	45.9	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
39	FADA (ResNet-101)	45.2	No	Classes Matter: A Fine-grained Adversarial Appro...	2020-07-17	Code
40	PIT (ResNet-101)	44	No	-	-	-
41	MRNet	43.2	No	Unsupervised Scene Adaptation with Memory Regula...	2019-12-24	Code
42	SA-I2I (VGG-16)	41.5	No	Semantically Adaptive Image-to-image Translation...	2020-09-02	-
43	ADVENT (ResNet-101)	41.2	No	ADVENT: Adversarial Entropy Minimization for Dom...	2018-11-30	Code
44	LDR (VGG-16)	41.1	No	Label-Driven Reconstruction for Domain Adaptatio...	2020-03-10	-
45	CD-AM (VGG-16)	40.8	No	Context-Aware Domain Adaptation in Semantic Segm...	2020-03-09	-
46	FDA (VGG-16)	40.5	No	FDA: Fourier Domain Adaptation for Semantic Segm...	2020-04-11	Code
47	FADA (VGG-16)	39.5	No	Classes Matter: A Fine-grained Adversarial Appro...	2020-07-17	Code
48	PIT (VGG-16)	38.1	No	-	-	-
49	PyCDA (VGG-16)	35.9	No	Constructing Self-motivated Pyramid Curriculums ...	2019-08-26	Code