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SOTA
Semantic Segmentation
Semantic Segmentation On Dark Zurich
Semantic Segmentation On Dark Zurich
評価指標
mIoU
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
mIoU
Paper Title
Repository
HRDA
55.9
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation
CIConv
34.5
Zero-Shot Day-Night Domain Adaptation with a Physics Prior
MIC
60.2
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
SePiCo (DeepLab v2 ResNet-101)
45.4
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
-
DANNet
36.76
DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation
DANNet (DeepLab v2 ResNet-101)
42.5
DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation
GCMA
42.0
Guided Curriculum Model Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation
MGCDA
42.5
Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation
Refign (HRDA)
63.9
Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions
Refign (DAFormer)
56.2
Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions
SePiCo
54.2
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
-
DAFormer
53.8
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
GPS-GLASS
46.4
GPS-GLASS: Learning Nighttime Semantic Segmentation Using Daytime Video and GPS data
CoDA
61.2
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning
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