Domain Adaptation on SYNTHIA-to-Cityscapes

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mIoU

Rank	Model	mIoU	Extra Manual Annotation	Extra Training Data	Paper	Code	Year
1	HALO	78.1	Yes		Hyperbolic Active Learning for Semantic Segmentation under Domain Shift	paolomandica/HALO	2023
2	ILM-ASSL	76.6	Yes		Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic Segmentation	licongguan/ilm-assl	2023
3	DCF	69.3	–		Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation	chen742/PiPa · chen742/DCF	2023
4	HRDA+PiPa	68.2	–		PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation	chen742/PiPa	2022
5	MIC	67.3	–		MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation	lhoyer/mic	2022
6	FREDOM - Transformer	67	–		FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding	uark-cviu/fredom	2023
7	HRDA	65.8	–		HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation	lhoyer/hrda	2022
8	SePiCo	64.3	–		SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation	bit-da/sepico	2022
9	MIC + Guidance Training	63.8	–		Improve Cross-domain Mixed Sampling with Guidance Training for Adaptive Segmentation	wenlve-zhou/guidance-training	2024
10	DAFormer + ProCST	61.6	–	✓	ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer	shahaf1313/procst	2022
11	DAFormer	60.9	–		DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation	lhoyer/DAFormer · dbash/visda2022-org · kw01sg/crda	2021
12	GtA-SFDA (DeepLabv2-ResNet101)	60.1	–		Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation	val-iisc/SFDA-Seg	2021
13	FREDOM - DeepLabV2	59.1	–		FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding	uark-cviu/fredom	2023
14	SePiCo (DeepLabv2-ResNet-101)	58.1	–		SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation	bit-da/sepico	2022
15	ProDA+CRA	56.9	–		Cross-Region Domain Adaptation for Class-level Alignment		2021
16	CorDA (ResNet-101)	55.0	–	✓	Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation	qinenergy/corda	2021
17	SAC (ResNet-101)	52.6	–		Self-supervised Augmentation Consistency for Adapting Semantic Segmentation	visinf/da-sac	2021
18	STPL	51.8	–		Spatio-Temporal Pixel-Level Contrastive Learning-based Source-Free Domain Adaptation for Video Semantic Segmentation	shaoyuanlo/stpl	2023
19	RPT (ResNet-101)	51.2	–		Transferring and Regularizing Prediction for Semantic Segmentation		2020
20	IAST (ResNet-101)	49.8	–		Instance Adaptive Self-Training for Unsupervised Domain Adaptation	bupt-ai-cz/IAST-ECCV2020 · Raykoooo/IAST	2020