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Domain Adaptation On Synthia To Cityscapes

Metrics

mIoU

Results

Performance results of various models on this benchmark

Paper Title
HALO78.1Hyperbolic Active Learning for Semantic Segmentation under Domain Shift
ILM-ASSL76.6Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic Segmentation
DCF69.3Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation
HRDA+PiPa68.2PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
MIC67.3MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
FREDOM - Transformer67FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding
HRDA65.8HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation
SePiCo64.3SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
MIC + Guidance Training63.8Improve Cross-domain Mixed Sampling with Guidance Training for Adaptive Segmentation
DAFormer + ProCST61.6ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer
DAFormer60.9DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
GtA-SFDA (DeepLabv2-ResNet101)60.1Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation
FREDOM - DeepLabV259.1FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding
SePiCo (DeepLabv2-ResNet-101)58.1SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
ProDA+CRA56.9Cross-Region Domain Adaptation for Class-level Alignment
CorDA (ResNet-101)55.0Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation
SAC (ResNet-101)52.6Self-supervised Augmentation Consistency for Adapting Semantic Segmentation
STPL51.8Spatio-Temporal Pixel-Level Contrastive Learning-based Source-Free Domain Adaptation for Video Semantic Segmentation
RPT (ResNet-101)51.2Transferring and Regularizing Prediction for Semantic Segmentation
IAST (ResNet-101)49.8Instance Adaptive Self-Training for Unsupervised Domain Adaptation
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