Unsupervised Domain Adaptation on GTAV-to-Cityscapes Labels

Metric: mIoU (higher is better)

LeaderboardDataset

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	MIC	75.9	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
2	HRDA + PiPa	75.6	No	PiPa: Pixel- and Patch-wise Self-supervised Lear...	2022-11-14	Code
3	CLUDA+HRDA	74.4	No	CLUDA : Contrastive Learning in Unsupervised Dom...	2022-08-27	Code
4	HRDA	73.8	No	HRDA: Context-Aware High-Resolution Domain-Adapt...	2022-04-27	Code
5	DAFormer + PiPa	71.7	No	PiPa: Pixel- and Patch-wise Self-supervised Lear...	2022-11-14	Code
6	DIDA	71	No	Dual-level Interaction for Domain Adaptive Seman...	2023-07-16	Code
7	SePiCo	70.3	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
8	CAMix (w DAFormer)	70	No	Context-Aware Mixup for Domain Adaptive Semantic...	2021-08-08	Code
9	DAFormer + ProCST	69.4	Yes	ProCST: Boosting Semantic Segmentation Using Pro...	2022-04-25	Code
10	DAFormer	68.3	No	DAFormer: Improving Network Architectures and Tr...	2021-11-29	Code
11	TransDA-B	63.9	No	Smoothing Matters: Momentum Transformer for Doma...	2022-03-15	Code
12	BiSMAP (ResNet 101)	61.2	No	Bidirectional Self-Training with Multiple Anisot...	2022-04-16	Code
13	G2L	59.7	No	-	-	-
14	FAFS	58.8	No	-	-	-
15	Re-EnD-UDA	57.98	No	Rethinking Ensemble-Distillation for Semantic Se...	2021-04-29	Code
16	CAMix (w Deeplabv2 ResNet 101)	55.2	No	Context-Aware Mixup for Domain Adaptive Semantic...	2021-08-08	Code
17	Uncertainty + Adaboost	50.9	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
18	Uncertainty	50.3	No	Rectifying Pseudo Label Learning via Uncertainty...	2020-03-08	Code
19	BiMaL	47.3	No	BiMaL: Bijective Maximum Likelihood Approach to ...	2021-08-06	Code
20	MRNet	45.5	No	Unsupervised Scene Adaptation with Memory Regula...	2019-12-24	Code