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SOTA
语义分割
Semantic Segmentation On Dada Seg
Semantic Segmentation On Dada Seg
评估指标
mIoU
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
mIoU
Paper Title
Repository
MMUDA
46.97
Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning
Trans4Trans
39.20
Trans4Trans: Efficient Transformer for Transparent Object and Semantic Scene Segmentation in Real-World Navigation Assistance
EDCNet
32.04
Exploring Event-driven Dynamic Context for Accident Scene Segmentation
SETR (PUP, Transformer-Large)
31.8
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers
SETR (MLA, Transformer-Large)
30.4
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers
ISSAFE
29.97
ISSAFE: Improving Semantic Segmentation in Accidents by Fusing Event-based Data
BDL
29.66
Bidirectional Learning for Domain Adaptation of Semantic Segmentation
CLAN
28.76
Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation
HRNet (ACDC)
27.5
Deep High-Resolution Representation Learning for Visual Recognition
SegFormer (MiT-B3)
27.0
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers
SIM
26.85
Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation
DeepLabV3+ (ACDC)
26.8
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
Fast-SCNN
26.32
Fast-SCNN: Fast Semantic Segmentation Network
Lawin Transformer
25.16
Lawin Transformer: Improving Semantic Segmentation Transformer with Multi-Scale Representations via Large Window Attention
FDA
24.45
FDA: Fourier Domain Adaptation for Semantic Segmentation
ResNet-101
23.60
Deep Residual Learning for Image Recognition
DANet
22.24
Dual Attention Network for Scene Segmentation
SegFormer (MiT-B2)
21.2
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers
SwiftNet (ResNet-18)
20.5
In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images
PSPNet (ResNet-101)
20.1
Pyramid Scene Parsing Network
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