Semantic Segmentation on Potsdam

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	LMFNet-3	86.39	No	LMFNet: An Efficient Multimodal Fusion Approach ...	2024-04-21	-
2	CMX	85.97	No	CMX: Cross-Modal Fusion for RGB-X Semantic Segme...	2022-03-09	Code
3	LMFNet-2	85.51	No	LMFNet: An Efficient Multimodal Fusion Approach ...	2024-04-21	-
4	UnetFormer	85.18	No	UNetFormer: A UNet-like Transformer for Efficien...	2021-09-18	Code
5	SegFormer-B2	84.65	No	SegFormer: Simple and Efficient Design for Seman...	2021-05-31	Code
6	SegFormer-B1	84.37	No	SegFormer: Simple and Efficient Design for Seman...	2021-05-31	Code
7	V-FuseNet	84.36	No	Beyond RGB: Very High Resolution Urban Remote Se...	2017-11-23	Code
8	SA-Gate	84.28	No	Bi-directional Cross-Modality Feature Propagatio...	2020-07-17	Code
9	SegFormer-B0	83.67	No	SegFormer: Simple and Efficient Design for Seman...	2021-05-31	Code
10	FPN	82.99	No	Feature Pyramid Networks for Object Detection	2016-12-09	Code
11	PSPNet	82.98	No	Pyramid Scene Parsing Network	2016-12-04	Code

#1LMFNet-3SOTA
86.39
mIoU· 2024-04-21
LMFNet: An Efficient Multimodal Fusion Approach for Semantic Segmentation in High-Resolution Remote Sensing
#2CMXSOTA
85.97
mIoU· 2022-03-09
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers Code
#3LMFNet-2
85.51
mIoU· 2024-04-21
LMFNet: An Efficient Multimodal Fusion Approach for Semantic Segmentation in High-Resolution Remote Sensing
#4UnetFormerSOTA
85.18
mIoU· 2021-09-18
UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery Code
#5SegFormer-B2SOTA
84.65
mIoU· 2021-05-31
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Code
#6SegFormer-B1
84.37
mIoU· 2021-05-31
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Code
#7V-FuseNetSOTA
84.36
mIoU· 2017-11-23
Beyond RGB: Very High Resolution Urban Remote Sensing With Multimodal Deep Networks Code
#8SA-Gate
84.28
mIoU· 2020-07-17
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation Code
#9SegFormer-B0
83.67
mIoU· 2021-05-31
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Code
#10FPNSOTA
82.99
mIoU· 2016-12-09
Feature Pyramid Networks for Object Detection Code
#11PSPNetSOTA
82.98
mIoU· 2016-12-04
Pyramid Scene Parsing Network Code