ML Research Wiki / Benchmarks / Semantic Segmentation / Dark Zurich

Dark Zurich

Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: mIoU

Top Performing Models

Rank Model Paper mIoU Date Code
1 Refign (HRDA) Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions 63.90 2022-07-14 📦 brdav/refign
2 CoDA CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning 61.20 2024-03-26 📦 Cuzyoung/CoDA
3 MIC MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation 60.20 2022-12-02 📦 lhoyer/mic
4 Refign (DAFormer) Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions 56.20 2022-07-14 📦 brdav/refign
5 HRDA HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation 55.90 2022-04-27 📦 lhoyer/hrda
6 SePiCo SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation 54.20 2022-04-19 📦 bit-da/sepico
7 DAFormer DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation 53.80 2021-11-29 📦 lhoyer/DAFormer 📦 dbash/visda2022-org 📦 kw01sg/crda
8 GPS-GLASS GPS-GLASS: Learning Nighttime Semantic Segmentation Using Daytime Video and GPS data 46.40 2022-07-27 📦 jimmy9704/gps-glass
9 SePiCo (DeepLab v2 ResNet-101) SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation 45.40 2022-04-19 📦 bit-da/sepico
10 MGCDA Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation 42.50 2020-05-28 📦 sakaridis/MGCDA

All Papers (14)

brdav/refign
Cuzyoung/CoDA
lhoyer/mic
brdav/refign
lhoyer/hrda
bit-da/sepico
lhoyer/DAFormer dbash/visda2022-org kw01sg/crda
jimmy9704/gps-glass
bit-da/sepico
sakaridis/MGCDA
W-zx-Y/DANNet
sakaridis/MGCDA
W-zx-Y/DANNet
Attila94/CIConv