Unsupervised Domain Adaptation On Synthia To

Métriques

mIoU

mIoU (13 classes)

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	mIoU	mIoU (13 classes)	Paper Title	Repository
Re-EnD-UDA	52.58	59.95	Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain Adaptation	-
DAFormer + ProCST	-	68.2	ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer	-
DCF	69.3	75.9	Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation	-
MRNet + Adaboost	45.9	52.9	Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation	-
Uncertainty	47.9	54.9	Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation	-
Uncertainty + Adaboost	50.4	57.5	Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation	-
HRDA	65.8	72.4	HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation	-
MIC	67.3	74.0	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation	-
DIDA	63.3	70.1	Dual-level Interaction for Domain Adaptive Semantic Segmentation	-
CLUDA+HRDA	67.2	-	CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation	-
MRNet	43.2	50.2	Unsupervised Scene Adaptation with Memory Regularization in vivo	-
SePiCo (DeepLabv2 ResNet-101)	-	66.5	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation	-
TransDA-B	-	66.3	Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation	-
DAFormer+CSI	61.4	-	Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMs	-
ProCA(ResNet-101)	-	59.6	Prototypical Contrast Adaptation for Domain Adaptive Semantic Segmentation	-
DAFormer	60.9	67.4	DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation	-
HRDA + PiPa	-	74.8	PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation	-
FAFS	54.5	61.4	A Novel Unsupervised Domain Adaption Method for Depth-Guided Semantic Segmentation Using Coarse-to-Fine Alignment	-
MIC+CSI	68.8	75.9	Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMs	-
SePiCo	-	71.4	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation	-

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