Domain Adaptation on SYNTHIA-to-Cityscapes

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

LeaderboardDataset

Loading chart...

Results

Hide augmentations

Sort:

#	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

#1DCFSOTA
75.9
mIoU (13 classes)· Augmentations· 2023-11-21
Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation Code
#2MIC+CSI
75.9
mIoU (13 classes)· 2024-08-05
Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMs Code
#3HRDA + PiPaSOTA
74.8
mIoU (13 classes)· 2022-11-14
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation Code
#4MIC
74
mIoU (13 classes)· 2022-12-02
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Code
#5HRDASOTA
72.4
mIoU (13 classes)· 2022-04-27
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation Code
#6SePiCoSOTA
71.4
mIoU (13 classes)· 2022-04-19
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation Code
#7DIDA
70.1
mIoU (13 classes)· 2023-07-16
Dual-level Interaction for Domain Adaptive Semantic Segmentation Code
#8DAFormer + ProCST
68.2
mIoU (13 classes)· Augmentations· 2022-04-25
ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer Code
#9Sepico + HIAST
68.1
mIoU (13 classes)· 2023-02-14
Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation Code
#10DAFormerSOTA
67.4
mIoU (13 classes)· 2021-11-29
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Code
#11SePiCo (DeepLabv2 ResNet-101)
66.5
mIoU (13 classes)· 2022-04-19
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation Code
#12TransDA-B
66.3
mIoU (13 classes)· 2022-03-15
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation Code
#13G2L
64.4
mIoU (13 classes)
No paper
#14FAFS
61.4
mIoU (13 classes)
No paper
#15AdaptSeg + HIAST
60.3
mIoU (13 classes)· 2023-02-14
Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation Code
#16Re-EnD-UDASOTA
59.95
mIoU (13 classes)· 2021-04-29
Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain Adaptation Code
#17ProCA(ResNet-101)
59.6
mIoU (13 classes)· 2022-07-14
Prototypical Contrast Adaptation for Domain Adaptive Semantic Segmentation Code
#18Uncertainty + AdaboostSOTA
57.5
mIoU (13 classes)· 2021-03-29
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Code
#19UncertaintySOTA
54.9
mIoU (13 classes)· 2020-03-08
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation Code
#20MRNet + Adaboost
52.9
mIoU (13 classes)· 2021-03-29
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Code
#21MRNetSOTA
50.2
mIoU (13 classes)· 2019-12-24
Unsupervised Scene Adaptation with Memory Regularization in vivo Code