Semantic Segmentation on Fine-Grained Grass Segmentation Dataset

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	D2LS	51.96	No	Dynamic Dictionary Learning for Remote Sensing I...	2025-03-09	Code
2	SFA-Net	51.21	No	-	-	Code
3	KTDA	50.86	No	Knowledge Transfer and Domain Adaptation for Fin...	2024-12-09	Code
4	SegFormer	48.29	No	SegFormer: Simple and Efficient Design for Seman...	2021-05-31	Code
5	UNet	48.17	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
6	PSPNet	47.95	No	Pyramid Scene Parsing Network	2016-12-04	Code
7	DeepLabv3+	47.95	No	Encoder-Decoder with Atrous Separable Convolutio...	2018-02-07	Code
8	DINOv2	47.57	No	DINOv2: Learning Robust Visual Features without ...	2023-04-14	Code
9	FCN	47.47	No	Fully Convolutional Networks for Semantic Segmen...	2014-11-14	Code
10	Mask2Former	44.93	No	Masked-attention Mask Transformer for Universal ...	2021-12-02	Code

#1D2LSSOTA
51.96
mIoU· 2025-03-09
Dynamic Dictionary Learning for Remote Sensing Image Segmentation Code
#2SFA-Net
51.21
mIoU
No paperCode
#3KTDASOTA
50.86
mIoU· 2024-12-09
Knowledge Transfer and Domain Adaptation for Fine-Grained Remote Sensing Image Segmentation Code
#4SegFormerSOTA
48.29
mIoU· 2021-05-31
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Code
#5UNetSOTA
48.17
mIoU· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#6PSPNet
47.95
mIoU· 2016-12-04
Pyramid Scene Parsing Network Code
#7DeepLabv3+
47.95
mIoU· 2018-02-07
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Code
#8DINOv2
47.57
mIoU· 2023-04-14
DINOv2: Learning Robust Visual Features without Supervision Code
#9FCNSOTA
47.47
mIoU· 2014-11-14
Fully Convolutional Networks for Semantic Segmentation Code
#10Mask2Former
44.93
mIoU· 2021-12-02
Masked-attention Mask Transformer for Universal Image Segmentation Code