TASK |
DATASET |
MODEL |
METRIC NAME |
METRIC VALUE |
GLOBAL RANK |
REMOVE |
Robust Semi-Supervised RGBD Semantic Segmentation
|
2D-3D-S
|
M3L (Linear Fusion B2)
|
MM-Robust mIoU (0.1% labels)
|
41.36
|
# 1
|
|
Robust Semi-Supervised RGBD Semantic Segmentation
|
2D-3D-S
|
M3L (Linear Fusion B2)
|
MM-Robust mIoU (0.2% labels)
|
45.46
|
# 1
|
|
Robust Semi-Supervised RGBD Semantic Segmentation
|
2D-3D-S
|
M3L (Linear Fusion B2)
|
MM-Robust mIoU (1% labels)
|
50.52
|
# 1
|
|
Semi-Supervised Semantic Segmentation
|
2D-3D-S
|
M3L (Linear Fusion B2)
|
mIoU (0.1% labels)
|
40.05
|
# 1
|
|
Semi-Supervised Semantic Segmentation
|
2D-3D-S
|
M3L (Linear Fusion B2)
|
mIoU (0.2% labels)
|
44.62
|
# 1
|
|
Semi-Supervised Semantic Segmentation
|
2D-3D-S
|
M3L (Linear Fusion B2)
|
mIoU (1% labels)
|
49.28
|
# 1
|
|
Robust Semi-Supervised RGBD Semantic Segmentation
|
2D-3D-S
|
Mean Teacher (Linear Fusion B2)
|
MM-Robust mIoU (0.1% labels)
|
32.35
|
# 2
|
|
Robust Semi-Supervised RGBD Semantic Segmentation
|
2D-3D-S
|
Mean Teacher (Linear Fusion B2)
|
MM-Robust mIoU (0.2% labels)
|
35.29
|
# 2
|
|
Robust Semi-Supervised RGBD Semantic Segmentation
|
2D-3D-S
|
Mean Teacher (Linear Fusion B2)
|
MM-Robust mIoU (1% labels)
|
36.8
|
# 2
|
|
Semi-Supervised RGBD Semantic Segmentation
|
2D-3D-S
|
M3L (Linear Fusion B2)
|
mIoU (0.1% labels)
|
44.1
|
# 1
|
|
Semi-Supervised RGBD Semantic Segmentation
|
2D-3D-S
|
M3L (Linear Fusion B2)
|
mIoU (0.2% labels)
|
49.05
|
# 1
|
|
Semi-Supervised RGBD Semantic Segmentation
|
2D-3D-S
|
M3L (Linear Fusion B2)
|
mIoU (1% labels)
|
55.48
|
# 1
|
|
Semi-Supervised Semantic Segmentation
|
Stanford 2D-3D
|
M3L (Linear Fusion - Segformer B2)
|
mIoU (0.1% labels)
|
44.1
|
# 1
|
|
Semi-Supervised Semantic Segmentation
|
Stanford 2D-3D
|
M3L (Linear Fusion - Segformer B2)
|
MM-Robust mIoU (0.1% labels)
|
41.36
|
# 1
|
|
RGBD Semantic Segmentation
|
Stanford 2D-3D
|
Linear Fusion (Segformer B2)
|
mIOU
|
0.5716
|
# 1
|
|
Semi-Supervised Semantic Segmentation
|
Stanford 2D-3D
|
Mean Teacher (Linear Fusion - Segformer B2)
|
mIoU (0.1% labels)
|
41.7
|
# 2
|
|
Semantic Segmentation
|
Stanford2D3D - RGBD
|
Linear Fusion (Segformer B2)
|
mIoU
|
57.16
|
# 4
|
|
Robust Semi-Supervised RGBD Semantic Segmentation
|
SUN RGB-D
|
Mean Teacher (Linear Fusion B2)
|
MM-Robust mIoU (6.25% labels)
|
26.18
|
# 2
|
|
Robust Semi-Supervised RGBD Semantic Segmentation
|
SUN RGB-D
|
Mean Teacher (Linear Fusion B2)
|
MM-Robust mIoU (12.5% labels)
|
30.96
|
# 2
|
|
Robust Semi-Supervised RGBD Semantic Segmentation
|
SUN RGB-D
|
Mean Teacher (Linear Fusion B2)
|
MM-Robust mIoU (25% labels)
|
33.98
|
# 2
|
|
Robust Semi-Supervised RGBD Semantic Segmentation
|
SUN RGB-D
|
M3L (Linear Fusion B2)
|
MM-Robust mIoU (6.25% labels)
|
28.68
|
# 1
|
|
Robust Semi-Supervised RGBD Semantic Segmentation
|
SUN RGB-D
|
M3L (Linear Fusion B2)
|
MM-Robust mIoU (12.5% labels)
|
36.7
|
# 1
|
|
Robust Semi-Supervised RGBD Semantic Segmentation
|
SUN RGB-D
|
M3L (Linear Fusion B2)
|
MM-Robust mIoU (25% labels)
|
39.37
|
# 1
|
|
Semantic Segmentation
|
SUN-RGBD
|
LF (Segformer B2)
|
Mean IoU (test)
|
48.17
|
# 1
|
|