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SOTA
Semantic Segmentation
Semantic Segmentation On Zju Rgb P
Semantic Segmentation On Zju Rgb P
Metrics
Frame (fps)
mIoU
Results
Performance results of various models on this benchmark
Columns
Model Name
Frame (fps)
mIoU
Paper Title
RoadFormer+ (ConvNeXt-L, RGB-AoLP)
-
93.0
RoadFormer+: Delivering RGB-X Scene Parsing through Scale-Aware Information Decoupling and Advanced Heterogeneous Feature Fusion
RoadFormer+ (ConvNeXt-B, RGB-AoLP)
-
92.9
RoadFormer+: Delivering RGB-X Scene Parsing through Scale-Aware Information Decoupling and Advanced Heterogeneous Feature Fusion
ShareCMP (B4 RGB-FP)
-
92.7
ShareCMP: Polarization-Aware RGB-P Semantic Segmentation
CMX (B4 RGB-AoLP)
-
92.6
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers
ShareCMP (B2 RGB-FP)
-
92.4
ShareCMP: Polarization-Aware RGB-P Semantic Segmentation
CMX (B2 RGB-DoLP)
-
92.2
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers
CSFNet-2
75 (3090)
91.40
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes
CSFNet-1
108.5
90.85
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes
SegFormer-B2 (RGB)
-
89.6
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers
EAFNet (RGB-AoLP)
-
85.7
Polarization-driven Semantic Segmentation via Efficient Attention-bridged Fusion
EAFNet (RGB-DoLP)
-
85.4
Polarization-driven Semantic Segmentation via Efficient Attention-bridged Fusion
EAFNet (3Path)
-
83.4
Polarization-driven Semantic Segmentation via Efficient Attention-bridged Fusion
SwiftNet (RGB)
-
80.3
In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images
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