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Semantic Segmentation 벤치마크

Semantic Segmentation on Dark Zurich

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mIoU

34.5 41.85 49.2 56.55 63.9 2019-01 2026-09 GCMA — 42.0 (2019-01-17) GCMA — 42.0 (2019-01-17) MGCDA — 42.5 (2020-05-28) MGCDA — 42.5 (2020-05-28) DANNet (DeepLab v2 ResNet-101) — 42.5 (2021-04-22) DANNet — 36.76 (2021-04-22) DANNet (DeepLab v2 ResNet-101) — 42.5 (2021-04-22) DANNet — 36.76 (2021-04-22) CIConv — 34.5 (2021-08-11) CIConv — 34.5 (2021-08-11) DAFormer — 53.8 (2021-11-29) DAFormer — 53.8 (2021-11-29) SePiCo — 54.2 (2022-04-19) SePiCo (DeepLab v2 ResNet-101) — 45.4 (2022-04-19) SePiCo — 54.2 (2022-04-19) SePiCo (DeepLab v2 ResNet-101) — 45.4 (2022-04-19) HRDA — 55.9 (2022-04-27) HRDA — 55.9 (2022-04-27) Refign (HRDA) — 63.9 (2022-07-14) Refign (DAFormer) — 56.2 (2022-07-14) Refign (HRDA) — 63.9 (2022-07-14) Refign (DAFormer) — 56.2 (2022-07-14) GPS-GLASS — 46.4 (2022-07-27) GPS-GLASS — 46.4 (2022-07-27) MIC — 60.2 (2022-12-02) MIC — 60.2 (2022-12-02) CoDA — 61.2 (2024-03-26) CoDA — 61.2 (2024-03-26) GCMA — 42.0 (2019-01-17) MGCDA — 42.5 (2020-05-28) DAFormer — 53.8 (2021-11-29) SePiCo — 54.2 (2022-04-19) HRDA — 55.9 (2022-04-27) Refign (HRDA) — 63.9 (2022-07-14)
RankModel mIoU PaperCodeYear
1 Refign (HRDA) 63.9 Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions brdav/refign 2022
2 CoDA 61.2 CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning Cuzyoung/CoDA 2024
3 MIC 60.2 MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation lhoyer/mic 2022
4 Refign (DAFormer) 56.2 Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions brdav/refign 2022
5 HRDA 55.9 HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation lhoyer/hrda 2022
6 SePiCo 54.2 SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation bit-da/sepico 2022
7 DAFormer 53.8 DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation lhoyer/DAFormer · dbash/visda2022-org · kw01sg/crda 2021
8 GPS-GLASS 46.4 GPS-GLASS: Learning Nighttime Semantic Segmentation Using Daytime Video and GPS data jimmy9704/gps-glass 2022
9 SePiCo (DeepLab v2 ResNet-101) 45.4 SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation bit-da/sepico 2022
10 MGCDA 42.5 Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation sakaridis/MGCDA 2020
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