OpenCodePapers

unsupervised-domain-adaptation-on-gtav-to

Unsupervised Domain Adaptation
Dataset Link
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
CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation✓ Link74.4CLUDA+HRDA2022-08-27
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
Dual-level Interaction for Domain Adaptive Semantic Segmentation✓ Link71.0DIDA2023-07-16
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
Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation✓ Link61.2BiSMAP (ResNet 101)2022-04-16
G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation59.7G2L2022-09-07
A Novel Unsupervised Domain Adaption Method for Depth-Guided Semantic Segmentation Using Coarse-to-Fine Alignment58.8FAFS2022-09-13
Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain Adaptation✓ Link57.98Re-EnD-UDA2021-04-29
Context-Aware Mixup for Domain Adaptive Semantic Segmentation✓ Link55.2CAMix (w Deeplabv2 ResNet 101)2021-08-08
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation✓ Link50.9Uncertainty + Adaboost2021-03-29
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation✓ Link50.3Uncertainty2020-03-08
BiMaL: Bijective Maximum Likelihood Approach to Domain Adaptation in Semantic Scene Segmentation✓ Link47.3BiMaL2021-08-06
Unsupervised Scene Adaptation with Memory Regularization in vivo✓ Link45.5MRNet2019-12-24