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Image To Image Translation
Image To Image Translation On Gtav To
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평가 지표
mIoU
평가 결과
이 벤치마크에서 각 모델의 성능 결과
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모델 이름
mIoU
Paper Title
Repository
CPSL
60.8
Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation
G2L
59.7
G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation
-
CAMix (w Deeplabv2 ResNet 101)
55.2
Context-Aware Mixup for Domain Adaptive Semantic Segmentation
CCM
49.9
Content-Consistent Matching for Domain Adaptive Semantic Segmentation
CAMix (w DAFormer)
70.0
Context-Aware Mixup for Domain Adaptive Semantic Segmentation
ADVENT
44.8
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation
DDB
62.7
Deliberated Domain Bridging for Domain Adaptive Semantic Segmentation
CBST
47.0
Unsupervised Domain Adaptation for Semantic Segmentation via Class-Balanced Self-Training
VGG16 60.3
41.3
Very Deep Convolutional Networks for Large-Scale Image Recognition
SePiCo
70.3
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
-
ProDA+CRA
58.6
Cross-Region Domain Adaptation for Class-level Alignment
-
DAFormer + PiPa
71.7
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
ResNet101 65.1
41.7
Deep Residual Learning for Image Recognition
DAFormer + ProCST
69.4
ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer
EHTDI*
62.0
Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation
ProDA
57.5
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation
HRDA + PiPa
75.6
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
Bidirectional Learning
41.3
Bidirectional Learning for Domain Adaptation of Semantic Segmentation
HRDA
73.8
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation
DAFormer
68.3
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
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