ML Research Wiki / Benchmarks / Semantic Segmentation / Nighttime Driving

Nighttime Driving

Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: mIoU

Top Performing Models

Rank Model Paper mIoU Date Code
1 TADP Text-image Alignment for Diffusion-based Perception 60.80 2023-09-29 📦 damaggu/tadp 📦 nkondapa/RSVC
2 CoDA CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning 59.20 2024-03-26 📦 Cuzyoung/CoDA
3 Refign (HRDA) Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions 58.00 2022-07-14 📦 brdav/refign
4 Refign (DAFormer) Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions 56.80 2022-07-14 📦 brdav/refign
5 MGCDA Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation 49.40 2020-05-28 📦 sakaridis/MGCDA
6 DANNet (PSPNet) DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation 47.70 2021-04-22 📦 W-zx-Y/DANNet
7 GCMA Guided Curriculum Model Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation 45.60 2019-01-17 📦 sakaridis/MGCDA
8 ERF-PSPNet See Clearer at Night: Towards Robust Nighttime Semantic Segmentation through Day-Night Image Conversion 45.09 2019-08-16 -
9 DANNet (DeepLab-v2) DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation 44.98 2021-04-22 📦 W-zx-Y/DANNet
10 DANNet (RefineNet) DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation 42.36 2021-04-22 📦 W-zx-Y/DANNet

All Papers (12)

damaggu/tadp nkondapa/RSVC
Cuzyoung/CoDA
brdav/refign
brdav/refign
sakaridis/MGCDA
W-zx-Y/DANNet
sakaridis/MGCDA
W-zx-Y/DANNet
W-zx-Y/DANNet
Attila94/CIConv