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9.22k
10-shot image generation > Semantic Segmentation
LaRS
BiSeNetv1 (ResNet-50)
https://arxiv.org/abs/2308.09618v1
F1
42.8
10-shot image generation > Semantic Segmentation
LaRS
BiSeNetv1 (ResNet-50)
https://arxiv.org/abs/2308.09618v1
μ
73.3
10-shot image generation > Semantic Segmentation
LaRS
BiSeNetv1 (ResNet-50)
https://arxiv.org/abs/2308.09618v1
mIoU
92.2
10-shot image generation > Semantic Segmentation
LaRS
BiSeNetv1 (ResNet-50)
https://arxiv.org/abs/2308.09618v1
Q
39.4
10-shot image generation > Semantic Segmentation
LaRS
IntCatchAI
https://arxiv.org/abs/2308.09618v1
F1
44.9
10-shot image generation > Semantic Segmentation
LaRS
IntCatchAI
https://arxiv.org/abs/2308.09618v1
μ
62.4
10-shot image generation > Semantic Segmentation
LaRS
IntCatchAI
https://arxiv.org/abs/2308.09618v1
mIoU
45.6
10-shot image generation > Semantic Segmentation
LaRS
IntCatchAI
https://arxiv.org/abs/2308.09618v1
Q
20.5
10-shot image generation > Semantic Segmentation
LaRS
UNet
https://arxiv.org/abs/2308.09618v1
F1
15.4
10-shot image generation > Semantic Segmentation
LaRS
UNet
https://arxiv.org/abs/2308.09618v1
μ
75.7
10-shot image generation > Semantic Segmentation
LaRS
UNet
https://arxiv.org/abs/2308.09618v1
mIoU
90.1
10-shot image generation > Semantic Segmentation
LaRS
UNet
https://arxiv.org/abs/2308.09618v1
Q
13.9
10-shot image generation > Semantic Segmentation
Freiburg Forest
SSMA
https://arxiv.org/abs/1808.03833v3
Mean IoU
84.18
10-shot image generation > Semantic Segmentation
Freiburg Forest
AdapNet++
https://arxiv.org/abs/1808.03833v3
Mean IoU
83.09
10-shot image generation > Semantic Segmentation
INRIA Aerial Image Labeling
UANet(PVT-V2-B2)
https://arxiv.org/abs/2307.12309v1
IoU
83.34
10-shot image generation > Semantic Segmentation
INRIA Aerial Image Labeling
UANet(Re2sNet50)
https://arxiv.org/abs/2307.12309v1
IoU
83.17
10-shot image generation > Semantic Segmentation
INRIA Aerial Image Labeling
UANet(VGG-16)
https://arxiv.org/abs/2307.12309v1
IoU
83.08
10-shot image generation > Semantic Segmentation
INRIA Aerial Image Labeling
SDSC-UNet
https://ieeexplore.ieee.org/document/10108049
IoU
83.01
10-shot image generation > Semantic Segmentation
INRIA Aerial Image Labeling
DSAT-Net
https://ieeexplore.ieee.org/document/10221771
IoU
82.68
10-shot image generation > Semantic Segmentation
INRIA Aerial Image Labeling
UANet(ResNet50)
https://arxiv.org/abs/2307.12309v1
IoU
82.17
10-shot image generation > Semantic Segmentation
INRIA Aerial Image Labeling
ICT-Net
https://arxiv.org/abs/1912.09216v1
IoU
80.32
10-shot image generation > Semantic Segmentation
INRIA Aerial Image Labeling
WSDNet
https://arxiv.org/abs/2305.10899v1
mIOU
0.752
10-shot image generation > Semantic Segmentation
FMB Dataset
RoadFormer+ (RGB-Infrared)
https://arxiv.org/abs/2407.21631v2
mIoU
73.1
10-shot image generation > Semantic Segmentation
FMB Dataset
SHIFNet (RGB-Infrared)
https://arxiv.org/abs/2503.02581v1
mIoU
67.8
10-shot image generation > Semantic Segmentation
FMB Dataset
StitchFusion+FFMs (RGB-Infrared)
https://arxiv.org/abs/2408.01343v1
mIoU
64.32
10-shot image generation > Semantic Segmentation
FMB Dataset
StitchFusion (RGB-Infrared)
https://arxiv.org/abs/2408.01343v1
mIoU
63.30
10-shot image generation > Semantic Segmentation
FMB Dataset
MMSFormer (RGB-Infrared)
https://arxiv.org/abs/2309.04001v4
mIoU
61.70
10-shot image generation > Semantic Segmentation
FMB Dataset
MMSFormer (RGB)
https://arxiv.org/abs/2309.04001v4
mIoU
57.20
10-shot image generation > Semantic Segmentation
FMB Dataset
SegMiF (RGB-Infrared)
https://arxiv.org/abs/2308.02097v1
mIoU
54.80
10-shot image generation > Semantic Segmentation
FMB Dataset
ReCoNet (RGB-Infrared)
http://arxiv.org/abs/1807.01197v2
mIoU
50.90
10-shot image generation > Semantic Segmentation
FMB Dataset
DIDFuse (RGB-Infrared)
https://arxiv.org/abs/2003.09210v3
mIoU
50.60
10-shot image generation > Semantic Segmentation
FMB Dataset
SegMiF (RGB)
https://arxiv.org/abs/2308.02097v1
mIoU
50.50
10-shot image generation > Semantic Segmentation
FMB Dataset
GMNet (RGB-Infrared)
https://arxiv.org/abs/2007.09073v1
mIoU
49.20
10-shot image generation > Semantic Segmentation
FMB Dataset
TarDAL (RGB-Infrared)
https://arxiv.org/abs/2203.16220v1
mIoU
48.10
10-shot image generation > Semantic Segmentation
FMB Dataset
EGFNet (RGB-Infrared)
https://ieeexplore.ieee.org/abstract/document/10234530
mIoU
47.30
10-shot image generation > Semantic Segmentation
FMB Dataset
FEANet (RGB-Infrared)
https://arxiv.org/abs/2110.08988v1
mIoU
46.80
10-shot image generation > Semantic Segmentation
Semantic3D
Feature Geometric Net
https://arxiv.org/abs/2012.09439v2
mIoU
78.2%
10-shot image generation > Semantic Segmentation
Semantic3D
Feature Geometric Net
https://arxiv.org/abs/2012.09439v2
oAcc
93.6
10-shot image generation > Semantic Segmentation
Semantic3D
RFCR
https://arxiv.org/abs/2105.10203v1
mIoU
77.8%
10-shot image generation > Semantic Segmentation
Semantic3D
SCF-Net
http://openaccess.thecvf.com//content/CVPR2021/html/Fan_SCF-Net_Learning_Spatial_Contextual_Features_for_Large-Scale_Point_Cloud_Segmentation_CVPR_2021_paper.html
mIoU
77.6%
10-shot image generation > Semantic Segmentation
Semantic3D
SCF-Net
http://openaccess.thecvf.com//content/CVPR2021/html/Fan_SCF-Net_Learning_Spatial_Contextual_Features_for_Large-Scale_Point_Cloud_Segmentation_CVPR_2021_paper.html
oAcc
94.7%
10-shot image generation > Semantic Segmentation
Semantic3D
RandLA-Net
https://arxiv.org/abs/1911.11236v3
mIoU
77.4%
10-shot image generation > Semantic Segmentation
Semantic3D
RandLA-Net
https://arxiv.org/abs/1911.11236v3
oAcc
94.8
10-shot image generation > Semantic Segmentation
Semantic3D
SPG
http://arxiv.org/abs/1711.09869v2
mIoU
76.2%
10-shot image generation > Semantic Segmentation
Semantic3D
SPG
http://arxiv.org/abs/1711.09869v2
oAcc
92.9%
10-shot image generation > Semantic Segmentation
Semantic3D
BAAF-Net
https://arxiv.org/abs/2103.07074v2
mIoU
75.4%
10-shot image generation > Semantic Segmentation
Semantic3D
BAAF-Net
https://arxiv.org/abs/2103.07074v2
oAcc
94.9%
10-shot image generation > Semantic Segmentation
Semantic3D
KPConv
https://arxiv.org/abs/1904.08889v2
mIoU
74.6%
10-shot image generation > Semantic Segmentation
Semantic3D
SPG
http://arxiv.org/abs/1711.09869v2
mIoU
73.2%
10-shot image generation > Semantic Segmentation
Semantic3D
GACNet
http://openaccess.thecvf.com/content_CVPR_2019/html/Wang_Graph_Attention_Convolution_for_Point_Cloud_Semantic_Segmentation_CVPR_2019_paper.html
mIoU
70.8%
10-shot image generation > Semantic Segmentation
Semantic3D
shellnet_v2
https://arxiv.org/abs/1908.06295v1
mIoU
69.3%
10-shot image generation > Semantic Segmentation
Semantic3D
MSDeepVoxNet
http://arxiv.org/abs/1804.03583v1
mIoU
65.3%
10-shot image generation > Semantic Segmentation
Semantic3D
RF_MSSF
http://arxiv.org/abs/1808.00495v1
mIoU
62.7%
10-shot image generation > Semantic Segmentation
Semantic3D
SegCloud
http://arxiv.org/abs/1710.07563v1
mIoU
61.3%
10-shot image generation > Semantic Segmentation
Semantic3D
SnapNet_
http://blesaux.free.fr/papers/17-EG3DOR-SnapNet-BoulchLeSauxAudebert-compressed.pdf
mIoU
59.1%
10-shot image generation > Semantic Segmentation
Semantic3D
DeePr3SS
http://arxiv.org/abs/1705.03428v1
mIoU
58.5%
10-shot image generation > Semantic Segmentation
Semantic3D
3D-FCNN-TI
http://arxiv.org/abs/1710.07563v1
mIoU
58.2%
10-shot image generation > Semantic Segmentation
Semantic3D
TMLC-MSR
https://www.ethz.ch/content/dam/ethz/special-interest/baug/igp/photogrammetry-remote-sensing-dam/documents/pdf/timo-jan-isprs2016.pdf
mIoU
54.2%
10-shot image generation > Semantic Segmentation
SpectralWaste
CMX (RGB-HYPER)
https://arxiv.org/abs/2203.04838v5
mIoU
58.2
10-shot image generation > Semantic Segmentation
SpectralWaste
CMX ( RGB-HYPER3 )
https://arxiv.org/abs/2203.04838v5
mIoU
56.6
10-shot image generation > Semantic Segmentation
SpectralWaste
SegFormer (HYPER)
https://arxiv.org/abs/2105.15203v3
mIoU
54.3
10-shot image generation > Semantic Segmentation
SpectralWaste
SegFormer (HYPER3)
https://arxiv.org/abs/2105.15203v3
mIoU
53.5
10-shot image generation > Semantic Segmentation
SpectralWaste
MiniNet (HYPER)
https://arxiv.org/abs/2006.15350v1
mIoU
52.8
10-shot image generation > Semantic Segmentation
SpectralWaste
MiniNet (HYPER3)
https://arxiv.org/abs/2006.15350v1
mIoU
49.0
10-shot image generation > Semantic Segmentation
SpectralWaste
SegFormer (RGB)
https://arxiv.org/abs/2105.15203v3
mIoU
48.4
10-shot image generation > Semantic Segmentation
SpectralWaste
MiniNet (RGB)
https://arxiv.org/abs/2006.15350v1
mIoU
44.5
10-shot image generation > Semantic Segmentation
Cityscapes VIPriors subset
EfficientSeg
https://arxiv.org/abs/2009.06469v2
mIoU
58.03
10-shot image generation > Semantic Segmentation
Cityscapes VIPriors subset
EfficientSeg
https://arxiv.org/abs/2009.06469v2
Accuracy
81.68
10-shot image generation > Semantic Segmentation
PETRAW
NCC Next
https://arxiv.org/abs/2202.05821v3
Mean IoU (class)
96.9
10-shot image generation > Semantic Segmentation
PETRAW
SK
https://arxiv.org/abs/2202.05821v3
Mean IoU (class)
96.4
10-shot image generation > Semantic Segmentation
PETRAW
MediCIS
https://arxiv.org/abs/2202.05821v3
Mean IoU (class)
94
10-shot image generation > Semantic Segmentation
PETRAW
Hutom
https://arxiv.org/abs/2202.05821v3
Mean IoU (class)
85
10-shot image generation > Semantic Segmentation
iSAID
SegNeXt-L
https://arxiv.org/abs/2209.08575v1
mIoU
70.3
10-shot image generation > Semantic Segmentation
iSAID
SegNeXt-B
https://arxiv.org/abs/2209.08575v1
mIoU
69.9
10-shot image generation > Semantic Segmentation
iSAID
AerialFormer-B
https://arxiv.org/abs/2306.06842v2
mIoU
69.3
10-shot image generation > Semantic Segmentation
iSAID
SegNeXt-S
https://arxiv.org/abs/2209.08575v1
mIoU
68.8
10-shot image generation > Semantic Segmentation
iSAID
AerialFormer-S
https://arxiv.org/abs/2306.06842v2
mIoU
68.4
10-shot image generation > Semantic Segmentation
iSAID
SegNeXt-T
https://arxiv.org/abs/2209.08575v1
mIoU
68.3
10-shot image generation > Semantic Segmentation
iSAID
FarSeg++@MiT-B2
https://ieeexplore.ieee.org/document/10188509
mIoU
67.9
10-shot image generation > Semantic Segmentation
iSAID
FarSeg++@ResNet-50
https://ieeexplore.ieee.org/document/10188509
mIoU
67.6
10-shot image generation > Semantic Segmentation
iSAID
AerialFormer-T
https://arxiv.org/abs/2306.06842v2
mIoU
67.5
10-shot image generation > Semantic Segmentation
iSAID
DeepLabV3 with R-50
https://arxiv.org/abs/2307.14179v1
mIoU
67.03
10-shot image generation > Semantic Segmentation
iSAID
FarSeg++@Swin-T
https://ieeexplore.ieee.org/document/10188509
mIoU
66.3
10-shot image generation > Semantic Segmentation
iSAID
IMP-ViTAEv2-S-UperNet
https://arxiv.org/abs/2204.02825v4
mIoU
65.3
10-shot image generation > Semantic Segmentation
iSAID
FactSeg@ResNet-50
https://ieeexplore.ieee.org/document/9497514
mIoU
64.79
10-shot image generation > Semantic Segmentation
iSAID
ViTAE-B + RVSA-UperNet
https://arxiv.org/abs/2208.03987v4
mIoU
64.49
10-shot image generation > Semantic Segmentation
iSAID
RSP-ViTAEv2-S-UperNet
https://arxiv.org/abs/2204.02825v4
mIoU
64.3
10-shot image generation > Semantic Segmentation
iSAID
RSP-Swin-T-UperNet
https://arxiv.org/abs/2204.02825v4
mIoU
64.1
10-shot image generation > Semantic Segmentation
iSAID
ViT-B + RVSA-UperNet
https://arxiv.org/abs/2208.03987v4
mIoU
63.85
10-shot image generation > Semantic Segmentation
iSAID
FarSeg@ResNet-50
https://arxiv.org/abs/2011.09766v1
mIoU
63.71
10-shot image generation > Semantic Segmentation
iSAID
RSP-ResNet-50-UperNet
https://arxiv.org/abs/2204.02825v4
mIoU
61.6
10-shot image generation > Semantic Segmentation
Matterport3D
SFSS-MMSI (RGB+Depth)
https://arxiv.org/abs/2308.09369v1
Validation mIoU
39.19
10-shot image generation > Semantic Segmentation
Matterport3D
SFSS-MMSI (RGB+Depth)
https://arxiv.org/abs/2308.09369v1
Test mIoU
35.92
10-shot image generation > Semantic Segmentation
Matterport3D
SFSS-MMSI (RGB+Normal)
https://arxiv.org/abs/2308.09369v1
Validation mIoU
38.91
10-shot image generation > Semantic Segmentation
Matterport3D
SFSS-MMSI (RGB+Normal)
https://arxiv.org/abs/2308.09369v1
Test mIoU
35.77
10-shot image generation > Semantic Segmentation
Matterport3D
SFSS-MMSI (RGB+Depth+Normal)
https://arxiv.org/abs/2308.09369v1
Validation mIoU
39.26
10-shot image generation > Semantic Segmentation
Matterport3D
SFSS-MMSI (RGB+Depth+Normal)
https://arxiv.org/abs/2308.09369v1
Test mIoU
35.52
10-shot image generation > Semantic Segmentation
Matterport3D
SFSS-MMSI (RGB Only)
https://arxiv.org/abs/2308.09369v1
Validation mIoU
35.15
10-shot image generation > Semantic Segmentation
Matterport3D
SFSS-MMSI (RGB Only)
https://arxiv.org/abs/2308.09369v1
Test mIoU
31.3
10-shot image generation > Semantic Segmentation
PASTIS-R
Late Fusion
https://arxiv.org/abs/2112.07558v1
IoU
66.3