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

#1HALOSOTA
78.1
mIoU· 2023-06-19
Hyperbolic Active Learning for Semantic Segmentation under Domain Shift Code
#2ILM-ASSLSOTA
76.6
mIoU· 2023-01-31
Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic Segmentation Code
#3DCF
69.3
mIoU· 2023-11-21
Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation Code
#4DCF
69.3
mIoU· Augmentations· 2023-11-21
Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation Code
#5MIC+CSI
68.8
mIoU· 2024-08-05
Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMs Code
#6HRDA+PiPaSOTA
68.2
mIoU· 2022-11-14
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation Code
#7MIC
67.3
mIoU· 2022-12-02
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Code
#8MIC
67.3
mIoU· 2022-12-02
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Code
#9CLUDA+HRDASOTA
67.2
mIoU· 2022-08-27
CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation Code
#10FREDOM - Transformer
67
mIoU· 2023-04-04
FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding Code
#11HRDASOTA
65.8
mIoU· 2022-04-27
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation Code
#12HRDA
65.8
mIoU· 2022-04-27
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation Code
#13SePiCoSOTA
64.3
mIoU· 2022-04-19
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation Code
#14MIC + Guidance Training
63.8
mIoU· 2024-03-22
Improve Cross-domain Mixed Sampling with Guidance Training for Adaptive Segmentation Code
#15DIDA
63.3
mIoU· 2023-07-16
Dual-level Interaction for Domain Adaptive Semantic Segmentation Code
#16DAFormer + ProCST
61.6
mIoU· Augmentations· 2022-04-25
ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer Code
#17DAFormer+CSI
61.4
mIoU· 2024-08-05
Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMs Code
#18DAFormerSOTA
60.9
mIoU· 2021-11-29
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Code
#19DAFormer
60.9
mIoU· 2021-11-29
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Code
#20GtA-SFDA (DeepLabv2-ResNet101)SOTA
60.1
mIoU· 2021-08-25
Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation Code
#21FREDOM - DeepLabV2
59.1
mIoU· 2023-04-04
FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding Code
#22SePiCo (DeepLabv2-ResNet-101)
58.1
mIoU· 2022-04-19
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation Code
#23ProDA+CRA
56.9
mIoU· 2021-09-14
Cross-Region Domain Adaptation for Class-level Alignment
#24G2L
56.8
mIoU
No paper
#25CorDA (ResNet-101)SOTA
55
mIoU· Augmentations· 2021-04-28
Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation Code
#26FAFS
54.5
mIoU
No paper
#27SAC (ResNet-101)
52.6
mIoU· 2021-04-30
Self-supervised Augmentation Consistency for Adapting Semantic Segmentation Code
#28Re-EnD-UDA
52.58
mIoU· 2021-04-29
Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain Adaptation Code
#29STPL
51.8
mIoU· 2023-03-25
Spatio-Temporal Pixel-Level Contrastive Learning-based Source-Free Domain Adaptation for Video Semantic Segmentation Code
#30STPL
51.8
mIoU· 2023-03-25
Spatio-Temporal Pixel-Level Contrastive Learning-based Source-Free Domain Adaptation for Video Semantic Segmentation Code
#31RPT (ResNet-101)SOTA
51.2
mIoU· 2020-06-11
Transferring and Regularizing Prediction for Semantic Segmentation
#32Uncertainty + Adaboost
50.4
mIoU· 2021-03-29
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Code
#33IAST (ResNet-101)
49.8
mIoU· 2020-08-27
Instance Adaptive Self-Training for Unsupervised Domain Adaptation Code
#34SAC (VGG-16)
49.1
mIoU· 2021-04-30
Self-supervised Augmentation Consistency for Adapting Semantic Segmentation Code
#35UncertaintySOTA
47.9
mIoU· 2020-03-08
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation Code
#36PyCDA (ResNet-101)SOTA
46.7
mIoU· 2019-08-26
Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach Code
#37BiMaL
46.2
mIoU· 2021-08-06
BiMaL: Bijective Maximum Likelihood Approach to Domain Adaptation in Semantic Scene Segmentation Code
#38MRNet + Adaboost
45.9
mIoU· 2021-03-29
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Code
#39FADA (ResNet-101)
45.2
mIoU· 2020-07-17
Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation Code
#40PIT (ResNet-101)
44
mIoU
No paper
#41MRNet
43.2
mIoU· 2019-12-24
Unsupervised Scene Adaptation with Memory Regularization in vivo Code
#42SA-I2I (VGG-16)
41.5
mIoU· 2020-09-02
Semantically Adaptive Image-to-image Translation for Domain Adaptation of Semantic Segmentation
#43ADVENT (ResNet-101)SOTA
41.2
mIoU· 2018-11-30
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation Code
#44LDR (VGG-16)
41.1
mIoU· 2020-03-10
Label-Driven Reconstruction for Domain Adaptation in Semantic Segmentation
#45CD-AM (VGG-16)
40.8
mIoU· 2020-03-09
Context-Aware Domain Adaptation in Semantic Segmentation
#46FDA (VGG-16)
40.5
mIoU· 2020-04-11
FDA: Fourier Domain Adaptation for Semantic Segmentation Code
#47FADA (VGG-16)
39.5
mIoU· 2020-07-17
Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation Code
#48PIT (VGG-16)
38.1
mIoU
No paper
#49PyCDA (VGG-16)
35.9
mIoU· 2019-08-26
Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach Code