10-shot image generation on iSAID

Metric: mIoU (higher is better)

LeaderboardDataset

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Results

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	SegNeXt-L	70.3	No	SegNeXt: Rethinking Convolutional Attention Desi...	2022-09-18	Code
2	SegNeXt-B	69.9	No	SegNeXt: Rethinking Convolutional Attention Desi...	2022-09-18	Code
3	AerialFormer-B	69.3	No	AerialFormer: Multi-resolution Transformer for A...	2023-06-12	Code
4	SegNeXt-S	68.8	No	SegNeXt: Rethinking Convolutional Attention Desi...	2022-09-18	Code
5	AerialFormer-S	68.4	No	AerialFormer: Multi-resolution Transformer for A...	2023-06-12	Code
6	SegNeXt-T	68.3	No	SegNeXt: Rethinking Convolutional Attention Desi...	2022-09-18	Code
7	FarSeg++@MiT-B2	67.9	No	-	-	Code
8	FarSeg++@ResNet-50	67.6	No	-	-	Code
9	AerialFormer-T	67.5	No	AerialFormer: Multi-resolution Transformer for A...	2023-06-12	Code
10	DeepLabV3 with R-50	67.03	No	Resolution-Aware Design of Atrous Rates for Sema...	2023-07-26	-
11	FarSeg++@Swin-T	66.3	No	-	-	Code
12	IMP-ViTAEv2-S-UperNet	65.3	No	An Empirical Study of Remote Sensing Pretraining	2022-04-06	Code
13	FactSeg@ResNet-50	64.79	No	-	-	Code
14	ViTAE-B + RVSA-UperNet	64.49	No	Advancing Plain Vision Transformer Towards Remot...	2022-08-08	Code
15	RSP-ViTAEv2-S-UperNet	64.3	No	An Empirical Study of Remote Sensing Pretraining	2022-04-06	Code
16	RSP-Swin-T-UperNet	64.1	No	An Empirical Study of Remote Sensing Pretraining	2022-04-06	Code
17	ViT-B + RVSA-UperNet	63.85	No	Advancing Plain Vision Transformer Towards Remot...	2022-08-08	Code
18	FarSeg@ResNet-50	63.71	No	Foreground-Aware Relation Network for Geospatial...	2020-11-19	Code
19	RSP-ResNet-50-UperNet	61.6	No	An Empirical Study of Remote Sensing Pretraining	2022-04-06	Code

#1SegNeXt-LSOTA
70.3
mIoU· 2022-09-18
SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation Code
#2SegNeXt-B
69.9
mIoU· 2022-09-18
SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation Code
#3AerialFormer-B
69.3
mIoU· 2023-06-12
AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation Code
#4SegNeXt-S
68.8
mIoU· 2022-09-18
SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation Code
#5AerialFormer-S
68.4
mIoU· 2023-06-12
AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation Code
#6SegNeXt-T
68.3
mIoU· 2022-09-18
SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation Code
#7FarSeg++@MiT-B2
67.9
mIoU
No paperCode
#8FarSeg++@ResNet-50
67.6
mIoU
No paperCode
#9AerialFormer-T
67.5
mIoU· 2023-06-12
AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation Code
#10DeepLabV3 with R-50
67.03
mIoU· 2023-07-26
Resolution-Aware Design of Atrous Rates for Semantic Segmentation Networks
#11FarSeg++@Swin-T
66.3
mIoU
No paperCode
#12IMP-ViTAEv2-S-UperNetSOTA
65.3
mIoU· 2022-04-06
An Empirical Study of Remote Sensing Pretraining Code
#13FactSeg@ResNet-50
64.79
mIoU
No paperCode
#14ViTAE-B + RVSA-UperNet
64.49
mIoU· 2022-08-08
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model Code
#15RSP-ViTAEv2-S-UperNet
64.3
mIoU· 2022-04-06
An Empirical Study of Remote Sensing Pretraining Code
#16RSP-Swin-T-UperNet
64.1
mIoU· 2022-04-06
An Empirical Study of Remote Sensing Pretraining Code
#17ViT-B + RVSA-UperNet
63.85
mIoU· 2022-08-08
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model Code
#18FarSeg@ResNet-50SOTA
63.71
mIoU· 2020-11-19
Foreground-Aware Relation Network for Geospatial Object Segmentation in High Spatial Resolution Remote Sensing Imagery Code
#19RSP-ResNet-50-UperNet
61.6
mIoU· 2022-04-06
An Empirical Study of Remote Sensing Pretraining Code