Domain Adaptation on GTAV-to-Cityscapes Labels

Metric: mIoU (higher is better)

LeaderboardDataset

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#	Model↕	mIoU▼	Augmentations	Paper	Date↕	Code
1	MIC	75.9	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
2	HRDA + PiPa	75.6	No	PiPa: Pixel- and Patch-wise Self-supervised Lear...	2022-11-14	Code
3	CLUDA+HRDA	74.4	No	CLUDA : Contrastive Learning in Unsupervised Dom...	2022-08-27	Code
4	HRDA	73.8	No	HRDA: Context-Aware High-Resolution Domain-Adapt...	2022-04-27	Code
5	DAFormer + PiPa	71.7	No	PiPa: Pixel- and Patch-wise Self-supervised Lear...	2022-11-14	Code
6	DIDA	71	No	Dual-level Interaction for Domain Adaptive Seman...	2023-07-16	Code
7	SePiCo	70.3	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
8	CAMix (w DAFormer)	70	No	Context-Aware Mixup for Domain Adaptive Semantic...	2021-08-08	Code
9	DAFormer + ProCST	69.4	Yes	ProCST: Boosting Semantic Segmentation Using Pro...	2022-04-25	Code
10	DAFormer	68.3	No	DAFormer: Improving Network Architectures and Tr...	2021-11-29	Code
11	TransDA-B	63.9	No	Smoothing Matters: Momentum Transformer for Doma...	2022-03-15	Code
12	BiSMAP (ResNet 101)	61.2	No	Bidirectional Self-Training with Multiple Anisot...	2022-04-16	Code
13	G2L	59.7	No	-	-	-
14	FAFS	58.8	No	-	-	-
15	Re-EnD-UDA	57.98	No	Rethinking Ensemble-Distillation for Semantic Se...	2021-04-29	Code
16	CAMix (w Deeplabv2 ResNet 101)	55.2	No	Context-Aware Mixup for Domain Adaptive Semantic...	2021-08-08	Code
17	Uncertainty + Adaboost	50.9	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
18	Uncertainty	50.3	No	Rectifying Pseudo Label Learning via Uncertainty...	2020-03-08	Code
19	BiMaL	47.3	No	BiMaL: Bijective Maximum Likelihood Approach to ...	2021-08-06	Code
20	MRNet	45.5	No	Unsupervised Scene Adaptation with Memory Regula...	2019-12-24	Code

#1MICSOTA
75.9
mIoU· 2022-12-02
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Code
#2HRDA + PiPaSOTA
75.6
mIoU· 2022-11-14
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation Code
#3CLUDA+HRDASOTA
74.4
mIoU· 2022-08-27
CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation Code
#4HRDASOTA
73.8
mIoU· 2022-04-27
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation Code
#5DAFormer + PiPa
71.7
mIoU· 2022-11-14
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation Code
#6DIDA
71
mIoU· 2023-07-16
Dual-level Interaction for Domain Adaptive Semantic Segmentation Code
#7SePiCoSOTA
70.3
mIoU· 2022-04-19
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation Code
#8CAMix (w DAFormer)SOTA
70
mIoU· 2021-08-08
Context-Aware Mixup for Domain Adaptive Semantic Segmentation Code
#9DAFormer + ProCST
69.4
mIoU· Augmentations· 2022-04-25
ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer Code
#10DAFormer
68.3
mIoU· 2021-11-29
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Code
#11TransDA-B
63.9
mIoU· 2022-03-15
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation Code
#12BiSMAP (ResNet 101)
61.2
mIoU· 2022-04-16
Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation Code
#13G2L
59.7
mIoU
No paper
#14FAFS
58.8
mIoU
No paper
#15Re-EnD-UDASOTA
57.98
mIoU· 2021-04-29
Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain Adaptation Code
#16CAMix (w Deeplabv2 ResNet 101)
55.2
mIoU· 2021-08-08
Context-Aware Mixup for Domain Adaptive Semantic Segmentation Code
#17Uncertainty + AdaboostSOTA
50.9
mIoU· 2021-03-29
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Code
#18UncertaintySOTA
50.3
mIoU· 2020-03-08
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation Code
#19BiMaL
47.3
mIoU· 2021-08-06
BiMaL: Bijective Maximum Likelihood Approach to Domain Adaptation in Semantic Scene Segmentation Code
#20MRNetSOTA
45.5
mIoU· 2019-12-24
Unsupervised Scene Adaptation with Memory Regularization in vivo Code