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算力平台

Unsupervised Domain Adaptation On Synthia To

评估指标

mIoU
mIoU (13 classes)

评测结果

各个模型在此基准测试上的表现结果

Paper Title
DCF69.375.9Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation
MIC+CSI68.875.9Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMs
HRDA + PiPa-74.8PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
MIC67.374.0MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
HRDA65.872.4HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation
SePiCo-71.4SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
DIDA63.370.1Dual-level Interaction for Domain Adaptive Semantic Segmentation
DAFormer + ProCST-68.2ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer
DAFormer60.967.4DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
SePiCo (DeepLabv2 ResNet-101)-66.5SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
TransDA-B-66.3Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation
G2L56.864.4G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation
FAFS54.561.4A Novel Unsupervised Domain Adaption Method for Depth-Guided Semantic Segmentation Using Coarse-to-Fine Alignment
Re-EnD-UDA52.5859.95Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain Adaptation
ProCA(ResNet-101)-59.6Prototypical Contrast Adaptation for Domain Adaptive Semantic Segmentation
Uncertainty + Adaboost50.457.5Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation
Uncertainty47.954.9Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation
MRNet + Adaboost45.952.9Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation
MRNet43.250.2Unsupervised Scene Adaptation with Memory Regularization in vivo
CLUDA+HRDA67.2-CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation
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