Image To Image Translation On Synthia To

Métriques

mIoU (13 classes)

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	mIoU (13 classes)	Paper Title
DAFormer	67.4	DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
CAMix (w Deeplabv2 ResNet 101)	59.7	Context-Aware Mixup for Domain Adaptive Semantic Segmentation
HRDA	72.4	HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation
LRENT (DeepLabv2)	48.7	Confidence Regularized Self-Training
Discriminative Patch (ResNet-101)	46.5	Domain Adaptation for Structured Output via Discriminative Patch Representations
ADVENT	48	ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation
IAST(ResNet-101)	57.0	Instance Adaptive Self-Training for Unsupervised Domain Adaptation
Multi-level Adaptation	46.7	Learning to Adapt Structured Output Space for Semantic Segmentation
PyCDA (ResNet-101)	53.3	Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach
superpixel + color constancy	29.7	A Curriculum Domain Adaptation Approach to the Semantic Segmentation of Urban Scenes
MIC	74.0	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
CDA	29.0	Curriculum Domain Adaptation for Semantic Segmentation of Urban Scenes
FADA (ResNet-101)	52.5	Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation
CAG-UDA	44.5	Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation
DAFormer + ProCST	68.2	ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer
TransDA-B	66.3	Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation
Domain Invariant Structure Extraction	41.5	All about Structure: Adapting Structural Information across Domains for Boosting Semantic Segmentation
HRDA + PiPa	74.8	PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
CPSL	65.3	Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation
DADA (ResNet-101)	49.8	DADA: Depth-aware Domain Adaptation in Semantic Segmentation

0 of 28 row(s) selected.