Semantic Segmentation on UrbanLF

Metric: mIoU (Syn) (higher is better)

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#	Model↕	mIoU (Syn)▼	Extra Data	Paper	Date↕	Code
1	CMNeXt (RGB-LF80)	81.02	No	Delivering Arbitrary-Modal Semantic Segmentation	2023-03-02	Code
2	CMNeXt (RGB-LF33)	80.98	No	Delivering Arbitrary-Modal Semantic Segmentation	2023-03-02	Code
3	CMNeXt (RGB-LF8)	80.74	No	Delivering Arbitrary-Modal Semantic Segmentation	2023-03-02	Code
4	SA-Gate	79.53	No	Bi-directional Cross-Modality Feature Propagatio...	2020-07-17	Code
5	ESANet	79.43	No	Efficient RGB-D Semantic Segmentation for Indoor...	2020-11-13	Code
6	OCR (HRNetV2-W48)	79.36	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
7	MTINet (HRNetV2-W48)	79.1	No	MTI-Net: Multi-Scale Task Interaction Networks f...	2020-01-19	Code
8	SegFormer	78.53	No	SegFormer: Simple and Efficient Design for Seman...	2021-05-31	Code
9	SETR (ViT-Large)	77.69	No	Rethinking Semantic Segmentation from a Sequence...	2020-12-31	Code
10	TMANet	76.41	No	Temporal Memory Attention for Video Semantic Seg...	2021-02-17	Code
11	PSPNet	75.78	No	Pyramid Scene Parsing Network	2016-12-04	Code
12	TDNet (ResNet-50)	74.71	No	Temporally Distributed Networks for Fast Video S...	2020-04-03	Code
13	DAVSS	74.27	No	Video Semantic Segmentation with Distortion-Awar...	2020-06-18	Code

#1CMNeXt (RGB-LF80)SOTA
81.02
mIoU (Syn)· 2023-03-02
Delivering Arbitrary-Modal Semantic Segmentation Code
#2CMNeXt (RGB-LF33)
80.98
mIoU (Syn)· 2023-03-02
Delivering Arbitrary-Modal Semantic Segmentation Code
#3CMNeXt (RGB-LF8)
80.74
mIoU (Syn)· 2023-03-02
Delivering Arbitrary-Modal Semantic Segmentation Code
#4SA-GateSOTA
79.53
mIoU (Syn)· 2020-07-17
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation Code
#5ESANet
79.43
mIoU (Syn)· 2020-11-13
Efficient RGB-D Semantic Segmentation for Indoor Scene Analysis Code
#6OCR (HRNetV2-W48)SOTA
79.36
mIoU (Syn)· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#7MTINet (HRNetV2-W48)
79.1
mIoU (Syn)· 2020-01-19
MTI-Net: Multi-Scale Task Interaction Networks for Multi-Task Learning Code
#8SegFormer
78.53
mIoU (Syn)· 2021-05-31
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Code
#9SETR (ViT-Large)
77.69
mIoU (Syn)· 2020-12-31
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers Code
#10TMANet
76.41
mIoU (Syn)· 2021-02-17
Temporal Memory Attention for Video Semantic Segmentation Code
#11PSPNet
75.78
mIoU (Syn)· 2016-12-04
Pyramid Scene Parsing Network Code
#12TDNet (ResNet-50)
74.71
mIoU (Syn)· 2020-04-03
Temporally Distributed Networks for Fast Video Semantic Segmentation Code
#13DAVSS
74.27
mIoU (Syn)· 2020-06-18
Video Semantic Segmentation with Distortion-Aware Feature Correction Code