OpenCodePapers
unsupervised-domain-adaptation-on-gtav-to
Unsupervised Domain Adaptation
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Paper
Code
mIoU
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ModelName
ReleaseDate
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MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
✓ Link
75.9
MIC
2022-12-02
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
✓ Link
75.6
HRDA + PiPa
2022-11-14
CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation
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74.4
CLUDA+HRDA
2022-08-27
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation
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73.8
HRDA
2022-04-27
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
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71.7
DAFormer + PiPa
2022-11-14
Dual-level Interaction for Domain Adaptive Semantic Segmentation
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71.0
DIDA
2023-07-16
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
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70.3
SePiCo
2022-04-19
Context-Aware Mixup for Domain Adaptive Semantic Segmentation
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70.0
CAMix (w DAFormer)
2021-08-08
ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer
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69.4
DAFormer + ProCST
2022-04-25
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
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68.3
DAFormer
2021-11-29
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation
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63.9
TransDA-B
2022-03-15
Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation
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61.2
BiSMAP (ResNet 101)
2022-04-16
G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation
59.7
G2L
2022-09-07
A Novel Unsupervised Domain Adaption Method for Depth-Guided Semantic Segmentation Using Coarse-to-Fine Alignment
58.8
FAFS
2022-09-13
Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain Adaptation
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57.98
Re-EnD-UDA
2021-04-29
Context-Aware Mixup for Domain Adaptive Semantic Segmentation
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55.2
CAMix (w Deeplabv2 ResNet 101)
2021-08-08
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation
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50.9
Uncertainty + Adaboost
2021-03-29
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation
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50.3
Uncertainty
2020-03-08
BiMaL: Bijective Maximum Likelihood Approach to Domain Adaptation in Semantic Scene Segmentation
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47.3
BiMaL
2021-08-06
Unsupervised Scene Adaptation with Memory Regularization in vivo
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45.5
MRNet
2019-12-24