TASK |
DATASET |
MODEL |
METRIC NAME |
METRIC VALUE |
GLOBAL RANK |
REMOVE |
Semi-Supervised Image Classification
|
CIFAR-10, 250 Labels
|
MeanTeacher
|
Percentage error
|
47.32
|
# 21
|
|
Semi-Supervised Image Classification
|
CIFAR-10, 4000 Labels
|
Mean Teacher
|
Percentage error
|
6.28
|
# 27
|
|
Semi-Supervised Image Classification
|
ImageNet - 10% labeled data
|
Mean Teacher (ResNeXt-152)
|
Top 5 Accuracy
|
90.89%
|
# 21
|
|
Semi-Supervised Semantic Segmentation
|
nuScenes
|
MeanTeacher (Voxel)
|
mIoU (1% Labels)
|
51.6
|
# 2
|
|
Semi-Supervised Semantic Segmentation
|
nuScenes
|
MeanTeacher (Voxel)
|
mIoU (10% Labels)
|
66.0
|
# 3
|
|
Semi-Supervised Semantic Segmentation
|
nuScenes
|
MeanTeacher (Voxel)
|
mIoU (20% Labels)
|
67.1
|
# 3
|
|
Semi-Supervised Semantic Segmentation
|
nuScenes
|
MeanTeacher (Voxel)
|
mIoU (50% Labels)
|
71.7
|
# 3
|
|
Semi-Supervised Semantic Segmentation
|
nuScenes
|
MeanTeacher (Range View)
|
mIoU (1% Labels)
|
42.1
|
# 6
|
|
Semi-Supervised Semantic Segmentation
|
nuScenes
|
MeanTeacher (Range View)
|
mIoU (10% Labels)
|
60.4
|
# 8
|
|
Semi-Supervised Semantic Segmentation
|
nuScenes
|
MeanTeacher (Range View)
|
mIoU (20% Labels)
|
65.4
|
# 5
|
|
Semi-Supervised Semantic Segmentation
|
nuScenes
|
MeanTeacher (Range View)
|
mIoU (50% Labels)
|
69.4
|
# 6
|
|
Semi-Supervised Semantic Segmentation
|
ScribbleKITTI
|
MeanTeacher (Voxel)
|
mIoU (1% Labels)
|
41.0
|
# 2
|
|
Semi-Supervised Semantic Segmentation
|
ScribbleKITTI
|
MeanTeacher (Voxel)
|
mIoU (10% Labels)
|
50.1
|
# 5
|
|
Semi-Supervised Semantic Segmentation
|
ScribbleKITTI
|
MeanTeacher (Voxel)
|
mIoU (20% Labels)
|
52.8
|
# 4
|
|
Semi-Supervised Semantic Segmentation
|
ScribbleKITTI
|
MeanTeacher (Voxel)
|
mIoU (50% Labels)
|
53.9
|
# 6
|
|
Semi-Supervised Semantic Segmentation
|
ScribbleKITTI
|
MeanTeacher (Range View)
|
mIoU (1% Labels)
|
34.2
|
# 7
|
|
Semi-Supervised Semantic Segmentation
|
ScribbleKITTI
|
MeanTeacher (Range View)
|
mIoU (10% Labels)
|
49.8
|
# 7
|
|
Semi-Supervised Semantic Segmentation
|
ScribbleKITTI
|
MeanTeacher (Range View)
|
mIoU (20% Labels)
|
51.6
|
# 8
|
|
Semi-Supervised Semantic Segmentation
|
ScribbleKITTI
|
MeanTeacher (Range View)
|
mIoU (50% Labels)
|
53.3
|
# 8
|
|
Semi-Supervised Semantic Segmentation
|
SemanticKITTI
|
MeanTeacher (Range View)
|
mIoU (1% Labels)
|
37.5
|
# 7
|
|
Semi-Supervised Semantic Segmentation
|
SemanticKITTI
|
MeanTeacher (Range View)
|
mIoU (10% Labels)
|
53.1
|
# 8
|
|
Semi-Supervised Semantic Segmentation
|
SemanticKITTI
|
MeanTeacher (Range View)
|
mIoU (20% Labels)
|
56.1
|
# 7
|
|
Semi-Supervised Semantic Segmentation
|
SemanticKITTI
|
MeanTeacher (Range View)
|
mIoU (50% Labels)
|
57.4
|
# 7
|
|
Semi-Supervised Semantic Segmentation
|
SemanticKITTI
|
MeanTeacher (Voxel)
|
mIoU (1% Labels)
|
45.4
|
# 4
|
|
Semi-Supervised Semantic Segmentation
|
SemanticKITTI
|
MeanTeacher (Voxel)
|
mIoU (10% Labels)
|
57.1
|
# 5
|
|
Semi-Supervised Semantic Segmentation
|
SemanticKITTI
|
MeanTeacher (Voxel)
|
mIoU (20% Labels)
|
59.2
|
# 4
|
|
Semi-Supervised Semantic Segmentation
|
SemanticKITTI
|
MeanTeacher (Voxel)
|
mIoU (50% Labels)
|
60.0
|
# 5
|
|
Semi-Supervised Image Classification
|
SVHN, 1000 labels
|
Mean Teacher
|
Accuracy
|
96.05
|
# 14
|
|
Semi-Supervised Image Classification
|
SVHN, 250 Labels
|
MeanTeacher
|
Accuracy
|
93.55
|
# 11
|
|