OpenCodePapers

domain-adaptation-on-cityscapes-to-acdc

Domain Adaptation
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PaperCodemIoUModelNameReleaseDate
SoRA: Singular Value Decomposed Low-Rank Adaptation for Domain Generalizable Representation Learning✓ Link78.8SoRA2024-12-05
Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation✓ Link77.6Rein2023-12-07
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning✓ Link72.6CoDA2024-03-26
Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions✓ Link72.1Refign (HRDA)2022-07-14
Hyperbolic Active Learning for Semantic Segmentation under Domain Shift✓ Link71.9HALO2023-06-19
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation✓ Link70.4MIC2022-12-02
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation✓ Link68.0HRDA2022-04-27
Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions✓ Link65.5Refign (DAFormer)2022-07-14
VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions✓ Link64.2VBLC (DAFormer)2022-11-22
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation✓ Link60.1CMFormer2023-07-01
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation✓ Link55.4DAFormer2021-11-29
DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation✓ Link50.0DANNet2021-04-22
Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation✓ Link48.7MGCDA2020-05-28
VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions✓ Link47.8VBLC (DeepLabv2)2022-11-22
FDA: Fourier Domain Adaptation for Semantic Segmentation✓ Link45.7FDA (DeepLabv2)2020-04-11
DACS: Domain Adaptation via Cross-domain Mixed Sampling✓ Link41.2DACS (DeepLabv2)2020-07-17
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