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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