OpenCodePapers

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Results over time
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Leaderboard
PaperCodemIoUModelNameReleaseDate
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation✓ Link75.9MIC2022-12-02
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation✓ Link75.6HRDA + PiPa2022-11-14
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation✓ Link73.8HRDA2022-04-27
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation✓ Link71.7DAFormer + PiPa2022-11-14
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation✓ Link70.3SePiCo2022-04-19
Context-Aware Mixup for Domain Adaptive Semantic Segmentation✓ Link70.0CAMix (w DAFormer)2021-08-08
ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer✓ Link69.4DAFormer + ProCST2022-04-25
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation✓ Link68.3DAFormer2021-11-29
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation✓ Link63.9TransDA-B2022-03-15
Deliberated Domain Bridging for Domain Adaptive Semantic Segmentation✓ Link62.7DDB2022-09-16
Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation✓ Link62.0EHTDI*2022-08-12
Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation✓ Link60.8CPSL2022-03-18
G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation59.7G2L2022-09-07
Cross-Region Domain Adaptation for Class-level Alignment58.6ProDA+CRA2021-09-14
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation✓ Link57.5ProDA2021-01-26
Context-Aware Mixup for Domain Adaptive Semantic Segmentation✓ Link55.2CAMix (w Deeplabv2 ResNet 101)2021-08-08
Content-Consistent Matching for Domain Adaptive Semantic Segmentation✓ Link49.9CCM
Unsupervised Domain Adaptation for Semantic Segmentation via Class-Balanced Self-Training✓ Link47.0CBST2018-09-01
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation✓ Link44.8ADVENT2018-11-30
Deep Residual Learning for Image Recognition✓ Link41.7ResNet101 65.12015-12-10
Bidirectional Learning for Domain Adaptation of Semantic Segmentation✓ Link41.3Bidirectional Learning2019-04-24
Very Deep Convolutional Networks for Large-Scale Image Recognition✓ Link41.3VGG16 60.32014-09-04