Image To Image Translation On Synthia To

评估指标

mIoU (13 classes)

评测结果

各个模型在此基准测试上的表现结果

模型名称	mIoU (13 classes)	Paper Title	Repository
DAFormer	67.4	DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation	-
CAMix (w Deeplabv2 ResNet 101)	59.7	Context-Aware Mixup for Domain Adaptive Semantic Segmentation	-
HRDA	72.4	HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation	-
LRENT (DeepLabv2)	48.7	Confidence Regularized Self-Training	-
Discriminative Patch (ResNet-101)	46.5	Domain Adaptation for Structured Output via Discriminative Patch Representations	-
ADVENT	48	ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation	-
IAST(ResNet-101)	57.0	Instance Adaptive Self-Training for Unsupervised Domain Adaptation	-
Multi-level Adaptation	46.7	Learning to Adapt Structured Output Space for Semantic Segmentation	-
PyCDA (ResNet-101)	53.3	Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach	-
superpixel + color constancy	29.7	A Curriculum Domain Adaptation Approach to the Semantic Segmentation of Urban Scenes	-
MIC	74.0	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation	-
CDA	29.0	Curriculum Domain Adaptation for Semantic Segmentation of Urban Scenes	-
FADA (ResNet-101)	52.5	Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation	-
CAG-UDA	44.5	Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation	-
DAFormer + ProCST	68.2	ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer	-
TransDA-B	66.3	Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation	-
Domain Invariant Structure Extraction	41.5	All about Structure: Adapting Structural Information across Domains for Boosting Semantic Segmentation	-
HRDA + PiPa	74.8	PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation	-
CPSL	65.3	Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation	-
DADA (ResNet-101)	49.8	DADA: Depth-aware Domain Adaptation in Semantic Segmentation	-

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