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评估指标

mIoU

评测结果

各个模型在此基准测试上的表现结果

Paper TitleRepository
DCF77.7Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation
HRDA+MIC75.9MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
HRDA+PiPa75.6PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
HRDA + CLUDA74.4CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation
HRDA73.8HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation
DAFormer+PiPa71.7PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
SePiCo70.3SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
DAFormer + CLUDA70.11CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation
CAMix (w DAFormer)70.0Context-Aware Mixup for Domain Adaptive Semantic Segmentation
DAFormer + ProCST69.4ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer
DAFormer68.3DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
TransDA-B63.9Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation
DDB62.7Deliberated Domain Bridging for Domain Adaptive Semantic Segmentation
EHTDI*62.0Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation
BiSMAP61.2Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation
SePiCo - DeepLabv261.0SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
CPSL60.8Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation
G2L59.7G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation-
CMFormer59.7Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation
EHTDI(ResNet-101)58.8Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation
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