task_path
stringlengths
3
199
dataset
stringlengths
1
128
model_name
stringlengths
1
223
paper_url
stringlengths
21
601
metric_name
stringlengths
1
50
metric_value
stringlengths
1
9.22k
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
MINet
https://arxiv.org/abs/2008.09162v2
test mIoU
55.2%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
RandLA-Net
https://arxiv.org/abs/1911.11236v3
test mIoU
53.9%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
FG-Net
https://arxiv.org/abs/2012.09439v2
test mIoU
53.8%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
LatticeNet
https://arxiv.org/abs/1912.05905v3
test mIoU
52.9%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
RangeNet++
http://www.ipb.uni-bonn.de/wp-content/papercite-data/pdf/milioto2019iros.pdf
test mIoU
52.2%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
Darknet53
https://arxiv.org/abs/1904.01416v3
test mIoU
49.9%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
SqueezeSegV2
http://arxiv.org/abs/1809.08495v1
test mIoU
39.7%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
TangentConv
http://arxiv.org/abs/1807.02443v1
test mIoU
35.9%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
SqueezeSeg
http://arxiv.org/abs/1710.07368v1
test mIoU
29.5%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
PointNet++
http://arxiv.org/abs/1706.02413v1
test mIoU
20.1%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
SPLATNet
http://arxiv.org/abs/1802.08275v4
test mIoU
18.4%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
SPGraph
http://arxiv.org/abs/1711.09869v2
test mIoU
17.4%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
PointNet
http://arxiv.org/abs/1612.00593v2
test mIoU
14.6%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
PPT+SparseUNet
https://arxiv.org/abs/2308.09718v2
val mIoU
71.4%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
OA-CNNs
https://arxiv.org/abs/2403.14418v1
val mIoU
70.6%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
LiM3D
https://arxiv.org/abs/2303.11203v2
mIoU-1%
58.4
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SemanticKITTI
LiM3D+SDSC
https://arxiv.org/abs/2303.11203v2
mIoU-1%
57.2
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
WildScenes
Cylinder3D
https://arxiv.org/abs/2008.01550v1
mIoU
40.07
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
WildScenes
SPVCNN
https://arxiv.org/abs/2007.16100v2
mIoU
36.78
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
WildScenes
MinkUNet
https://arxiv.org/abs/1904.08755v4
mIoU
36.53
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
WildScenes
MinkUNet
https://arxiv.org/abs/1904.08755v4
mIoU (Temporal DA)
27.20
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
WildScenes
MinkUNet
https://arxiv.org/abs/1904.08755v4
mIoU (Env DA)
30.78
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
WildScenes
SphereFormer
https://arxiv.org/abs/2303.12766v1
mIoU
33.97
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
Waymo Open Dataset
DITR
https://arxiv.org/abs/2503.18944v1
mIoU
73.3
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
Waymo Open Dataset
vFusedSeg3D
https://arxiv.org/pdf/2408.15254
mIoU
72.46
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
DITR
https://arxiv.org/abs/2503.18944v1
Top-1 IoU
0.525
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
DITR
https://arxiv.org/abs/2503.18944v1
Top-3 IoU
0.762
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
Sonata
https://arxiv.org/abs/2503.16429v1
Top-1 IoU
0.495
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
Sonata
https://arxiv.org/abs/2503.16429v1
Top-3 IoU
0.735
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
PTv3
https://arxiv.org/abs/2312.10035v2
Top-1 IoU
0.488
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
PTv3
https://arxiv.org/abs/2312.10035v2
Top-3 IoU
0.725
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
CAC
https://arxiv.org/abs/2303.11633v1
Top-1 IoU
0.483
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
CAC
https://arxiv.org/abs/2303.11633v1
Top-3 IoU
0.712
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
OA-CNN
https://arxiv.org/abs/2403.14418v1
Top-1 IoU
0.470
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
OA-CNN
https://arxiv.org/abs/2403.14418v1
Top-3 IoU
0.726
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
OctFormer
https://arxiv.org/abs/2305.03045v2
Top-1 IoU
0.460
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
OctFormer
https://arxiv.org/abs/2305.03045v2
Top-3 IoU
0.691
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
SpUNet (MinkowskiNet)
https://arxiv.org/abs/1904.08755v4
Top-1 IoU
0.456
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
SpUNet (MinkowskiNet)
https://arxiv.org/abs/1904.08755v4
Top-3 IoU
0.683
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
PTv2
https://arxiv.org/abs/2210.05666v2
Top-1 IoU
0.445
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScanNet++
PTv2
https://arxiv.org/abs/2210.05666v2
Top-3 IoU
0.688
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
Hypersim
PanopticNDT (10cm)
https://arxiv.org/abs/2309.13635v2
mIoU
45.43
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
Hypersim
PanopticNDT (10cm)
https://arxiv.org/abs/2309.13635v2
mIoU (test)
45.34
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
Hypersim
SemanticNDT (10cm)
https://arxiv.org/abs/2309.13635v2
mIoU
44.31
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
Hypersim
SemanticNDT (10cm)
https://arxiv.org/abs/2309.13635v2
mIoU (test)
44.8
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
3D Platelet EM
2D–3D + 3 × 3 × 3
https://rdcu.be/cfa43
Mean IoU (test)
0.446
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
DeepViewAgg
https://arxiv.org/abs/2204.07548v2
miou
58.3
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
DeepViewAgg
https://arxiv.org/abs/2204.07548v2
mIoU Category
73.66
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
DeepViewAgg
https://arxiv.org/abs/2204.07548v2
miou Val
57.8
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
DeepViewAgg
https://arxiv.org/abs/2204.07548v2
Model size
41.2M
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
MinkowskiNet
https://arxiv.org/abs/2204.07548v2
miou
53.92
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
MinkowskiNet
https://arxiv.org/abs/2204.07548v2
mIoU Category
74.08
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
MinkowskiNet
https://arxiv.org/abs/2204.07548v2
miou Val
54.2
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
MinkowskiNet
https://arxiv.org/abs/2204.07548v2
Model size
37.9M
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
PointNet++
http://arxiv.org/abs/1706.02413v1
miou
35.66
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
PointNet++
http://arxiv.org/abs/1706.02413v1
mIoU Category
58.28
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
PointNet++
http://arxiv.org/abs/1706.02413v1
Model size
3.0M
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
PointNet
http://arxiv.org/abs/1612.00593v2
miou
13.07
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
PointNet
http://arxiv.org/abs/1612.00593v2
mIoU Category
30.42
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
PointNet
http://arxiv.org/abs/1612.00593v2
Model size
null
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
DA-supervised
https://www.mdpi.com/2072-4292/16/21/3984
miou Val
64.1
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
DA-supervised
https://www.mdpi.com/2072-4292/16/21/3984
Model size
37.9M
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
CLOUDSPAM
https://www.mdpi.com/2072-4292/16/21/3984
miou Val
63.6
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
CLOUDSPAM
https://www.mdpi.com/2072-4292/16/21/3984
Model size
37.9M
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
Superpoint Transformer
https://arxiv.org/abs/2306.08045v2
miou Val
63.5
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
Superpoint Transformer
https://arxiv.org/abs/2306.08045v2
Model size
777K
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
SuperCluster
https://arxiv.org/abs/2401.06704v2
miou Val
62.1
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
KITTI-360
SuperCluster
https://arxiv.org/abs/2401.06704v2
Model size
790K
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
nuScenes
PTv2
https://arxiv.org/abs/2210.05666v2
mIoU
82.6%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
nuScenes
FRNet
https://arxiv.org/abs/2312.04484v3
mIoU
82.5%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
nuScenes
AF2S3Net
https://arxiv.org/abs/2102.04530v1
mIoU
78.3%
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ECLAIR
Res16UNet14C
https://arxiv.org/abs/2404.10699v1
F1
0.845
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ECLAIR
Res16UNet14C
https://arxiv.org/abs/2404.10699v1
Mean IoU
0.7729
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
RELLIS-3D Dataset
Cylinder3D
https://doi.org/10.1007/s41315-024-00376-5
Mean IoU (class)
46.07
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
RELLIS-3D Dataset
salsanext
https://arxiv.org/abs/2011.12954v4
Mean IoU (class)
43.07
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
RELLIS-3D Dataset
Sphereformer
https://doi.org/10.1007/s41315-024-00376-5
Mean IoU (class)
42.19
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
RELLIS-3D Dataset
kpconv
https://arxiv.org/abs/2011.12954v4
Mean IoU (class)
19.97
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScribbleKITTI
IGNet
https://arxiv.org/abs/2311.15605v1
mIoU
62.0
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScribbleKITTI
SSLSS with Cylinder3D
https://arxiv.org/abs/2203.08537v2
mIoU
61.3
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScribbleKITTI
Cylinder3D
https://arxiv.org/abs/2011.10033v1
mIoU
57.0
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScribbleKITTI
MinkowskiNet
https://arxiv.org/abs/1904.08755v4
mIoU
55.0
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScribbleKITTI
LiM3D
https://arxiv.org/abs/2303.11203v2
mIoU-1%
57
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
ScribbleKITTI
LiM3D+SDSC
https://arxiv.org/abs/2303.11203v2
mIoU-1%
55.8
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
PartNet
CSN
https://arxiv.org/abs/2003.09053v6
mIOU
62.1
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
PartNet
MID-Net
https://arxiv.org/abs/2008.01068v2
mIOU
60.8
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
PartNet
FG-Net
https://arxiv.org/abs/2012.09439v2
mIOU
58.2
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
PartNet
closerlook3D
https://arxiv.org/abs/2007.01294v1
mIOU
53.8
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
PartNet
DeepGCN
https://arxiv.org/abs/1910.06849v3
mIOU
45.1
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
PartNet
PartNet
http://arxiv.org/abs/1812.02713v1
mIOU
43.2
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
S3DIS
OneFormer3D
https://arxiv.org/abs/2311.14405v1
mIoU (6-Fold)
75.0
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
S3DIS
OneFormer3D
https://arxiv.org/abs/2311.14405v1
mIoU (Area-5)
72.4
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
S3DIS
PointTransformerV2
https://arxiv.org/abs/2210.05666v2
mIoU (Area-5)
71.6
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
S3DIS
PointNext
https://arxiv.org/abs/2206.04670v2
mIoU (6-Fold)
74.9
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
S3DIS
PointNext
https://arxiv.org/abs/2206.04670v2
mIoU (Area-5)
70.5
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
S3DIS
PointTransformer
https://arxiv.org/abs/2012.09164v2
mIoU (6-Fold)
73.5
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
S3DIS
PointTransformer
https://arxiv.org/abs/2012.09164v2
mIoU (Area-5)
70.4
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
S3DIS
Superpoint Transformer
https://arxiv.org/abs/2306.08045v2
mIoU (6-Fold)
76.0
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
S3DIS
Superpoint Transformer
https://arxiv.org/abs/2306.08045v2
mAcc
85.8
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
S3DIS
PVCNN++
https://arxiv.org/abs/1907.03739v2
mIoU (6-Fold)
58.98
10-shot image generation > Semantic Segmentation > 3D Semantic Segmentation
SensatUrban
LCPFormer
https://arxiv.org/abs/2210.12755v2
mIoU
63.4