Synthetic To Real Translation On Gtav To

Metrics

mIoU

Results

Performance results of various models on this benchmark

Model Name	mIoU	Paper Title	Repository
SePiCo	70.3	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation	-
Light-weight Calibrator	40.5	Light-weight Calibrator: a Separable Component for Unsupervised Domain Adaptation	-
SePiCo - DeepLabv2	61.0	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation	-
CDA	28.9	Curriculum Domain Adaptation for Semantic Segmentation of Urban Scenes
superpixel + color constancy	31.4	A Curriculum Domain Adaptation Approach to the Semantic Segmentation of Urban Scenes
MLSL(SISC-PWL)	49	MLSL: Multi-Level Self-Supervised Learning for Domain Adaptation with Spatially Independent and Semantically Consistent Labeling
HRDA + CLUDA	74.4	CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation
DDB	62.7	Deliberated Domain Bridging for Domain Adaptive Semantic Segmentation
CPSL	60.8	Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation
G2L	59.7	G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation	-
DAFormer	68.3	DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
Discriminative Patch	46.5	Domain Adaptation for Structured Output via Discriminative Patch Representations
CLAN	43.2	Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation
BiSMAP	61.2	Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation
AdvEnt(with MinEnt)	45.5	ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation
SAC	53.8	Self-supervised Augmentation Consistency for Adapting Semantic Segmentation
CyCADA pixel-only	34.8	CyCADA: Cycle-Consistent Adversarial Domain Adaptation
pAdaIN	51.5	Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification
MFA(with knowledge distillation)	58.2	Multiple Fusion Adaptation: A Strong Framework for Unsupervised Semantic Segmentation Adaptation
HRDA	73.8	HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation

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