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Semantic Segmentation On Dada Seg

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mIoU

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이 벤치마크에서 각 모델의 성능 결과

Paper Title
MMUDA46.97Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning
Trans4Trans39.20Trans4Trans: Efficient Transformer for Transparent Object and Semantic Scene Segmentation in Real-World Navigation Assistance
EDCNet32.04Exploring Event-driven Dynamic Context for Accident Scene Segmentation
SETR (PUP, Transformer-Large)31.8Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers
SETR (MLA, Transformer-Large)30.4Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers
ISSAFE29.97ISSAFE: Improving Semantic Segmentation in Accidents by Fusing Event-based Data
BDL29.66Bidirectional Learning for Domain Adaptation of Semantic Segmentation
CLAN28.76Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation
HRNet (ACDC)27.5Deep High-Resolution Representation Learning for Visual Recognition
SegFormer (MiT-B3)27.0SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers
SIM26.85Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation
DeepLabV3+ (ACDC)26.8Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
Fast-SCNN26.32Fast-SCNN: Fast Semantic Segmentation Network
Lawin Transformer25.16Lawin Transformer: Improving Semantic Segmentation Transformer with Multi-Scale Representations via Large Window Attention
FDA24.45FDA: Fourier Domain Adaptation for Semantic Segmentation
ResNet-10123.60Deep Residual Learning for Image Recognition
DANet22.24Dual Attention Network for Scene Segmentation
SegFormer (MiT-B2)21.2SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers
SwiftNet (ResNet-18)20.5In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images
PSPNet (ResNet-101)20.1Pyramid Scene Parsing Network
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Semantic Segmentation On Dada Seg | SOTA | HyperAI초신경