10-shot image generation on UrbanLF

Metric: mIoU (Real) (higher is better)

LeaderboardDataset

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#	Model↕	mIoU (Real)▼	Extra Data	Paper	Date↕	Code
1	CMNeXt (RGB-LF8)	83.22	No	Delivering Arbitrary-Modal Semantic Segmentation	2023-03-02	Code
2	CMNeXt (RGB-LF80)	83.11	No	Delivering Arbitrary-Modal Semantic Segmentation	2023-03-02	Code
3	CMNeXt (RGB-LF33)	82.62	No	Delivering Arbitrary-Modal Semantic Segmentation	2023-03-02	Code
4	SegFormer	82.2	No	SegFormer: Simple and Efficient Design for Seman...	2021-05-31	Code
5	OCR (HRNetV2-W48)	78.6	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
6	SETR (ViT-Large)	77.74	No	Rethinking Semantic Segmentation from a Sequence...	2020-12-31	Code
7	TMANet	77.14	No	Temporal Memory Attention for Video Semantic Seg...	2021-02-17	Code
8	TDNet (ResNet-50)	76.48	No	Temporally Distributed Networks for Fast Video S...	2020-04-03	Code
9	PSPNet	76.34	No	Pyramid Scene Parsing Network	2016-12-04	Code
10	DeepLabV3+ (ResNet-101)	76.27	No	Encoder-Decoder with Atrous Separable Convolutio...	2018-02-07	Code
11	DAVSS	75.91	No	Video Semantic Segmentation with Distortion-Awar...	2020-06-18	Code

#1CMNeXt (RGB-LF8)SOTA
83.22
mIoU (Real)· 2023-03-02
Delivering Arbitrary-Modal Semantic Segmentation Code
#2CMNeXt (RGB-LF80)
83.11
mIoU (Real)· 2023-03-02
Delivering Arbitrary-Modal Semantic Segmentation Code
#3CMNeXt (RGB-LF33)
82.62
mIoU (Real)· 2023-03-02
Delivering Arbitrary-Modal Semantic Segmentation Code
#4SegFormerSOTA
82.2
mIoU (Real)· 2021-05-31
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Code
#5OCR (HRNetV2-W48)SOTA
78.6
mIoU (Real)· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#6SETR (ViT-Large)
77.74
mIoU (Real)· 2020-12-31
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers Code
#7TMANet
77.14
mIoU (Real)· 2021-02-17
Temporal Memory Attention for Video Semantic Segmentation Code
#8TDNet (ResNet-50)
76.48
mIoU (Real)· 2020-04-03
Temporally Distributed Networks for Fast Video Semantic Segmentation Code
#9PSPNet
76.34
mIoU (Real)· 2016-12-04
Pyramid Scene Parsing Network Code
#10DeepLabV3+ (ResNet-101)
76.27
mIoU (Real)· 2018-02-07
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Code
#11DAVSS
75.91
mIoU (Real)· 2020-06-18
Video Semantic Segmentation with Distortion-Aware Feature Correction Code