Unsupervised Domain Adaptation On Gtav To

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mIoU

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Modellname	mIoU	Paper Title	Repository
DAFormer + ProCST	69.4	ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer
BiSMAP (ResNet 101)	61.2	Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation
SePiCo	70.3	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation	-
HRDA + PiPa	75.6	PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
TransDA-B	63.9	Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation
CAMix (w Deeplabv2 ResNet 101)	55.2	Context-Aware Mixup for Domain Adaptive Semantic Segmentation
DIDA	71.0	Dual-level Interaction for Domain Adaptive Semantic Segmentation
BiMaL	47.3	BiMaL: Bijective Maximum Likelihood Approach to Domain Adaptation in Semantic Scene Segmentation
DAFormer	68.3	DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
Uncertainty	50.3	Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation
DAFormer + PiPa	71.7	PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
CAMix (w DAFormer)	70.0	Context-Aware Mixup for Domain Adaptive Semantic Segmentation
MRNet	45.5	Unsupervised Scene Adaptation with Memory Regularization in vivo
G2L	59.7	G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation	-
FAFS	58.8	A Novel Unsupervised Domain Adaption Method for Depth-Guided Semantic Segmentation Using Coarse-to-Fine Alignment	-
MIC	75.9	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
Uncertainty + Adaboost	50.9	Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation
Re-EnD-UDA	57.98	Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain Adaptation
HRDA	73.8	HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation
CLUDA+HRDA	74.4	CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation

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