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Synthetic To Real Translation On Synthia To 1

Métriques

MIoU (13 classes)
MIoU (16 classes)

Résultats

Résultats de performance de divers modèles sur ce benchmark

Paper Title
DCF75.969.3Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation
HRDA+PiPa74.868.2PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
MIC74.067.3MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
HRDA72.465.8HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation
SePiCo71.464.3SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
CAMix (w DAFormer)69.2-Context-Aware Mixup for Domain Adaptive Semantic Segmentation
EHTDI*69.261.3Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation
DAFormer67.460.9DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
SePiCo (ResNet-101)66.558.1SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
TransDA-B66.359.3Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation
EHTDI64.657.8Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation
G2L64.456.8G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation
ProDA+CRA63.756.9Cross-Region Domain Adaptation for Class-level Alignment
CorDA(ResNet-101)62.855.0Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation
ProDA(ResNet-101)62.055.5Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation
DSP(ResNet-101)59.951.0DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation
CAMix (ResNet 101)59.7-Context-Aware Mixup for Domain Adaptive Semantic Segmentation
SAC(ResNet-101)59.352.6Self-supervised Augmentation Consistency for Adapting Semantic Segmentation
CLST(ResNet-101)57.849.8Contrastive Learning and Self-Training for Unsupervised Domain Adaptation in Semantic Segmentation
Uncertainty + Adaboost (ResNet-101)57.550.4Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation
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