TASK |
DATASET |
MODEL |
METRIC NAME |
METRIC VALUE |
GLOBAL RANK |
REMOVE |
Semi-Supervised Semantic Segmentation
|
Cityscapes 12.5% labeled
|
CPS (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference)
|
Validation mIoU
|
77.62%
|
# 6
|
|
Semi-Supervised Semantic Segmentation
|
Cityscapes 25% labeled
|
CPS (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference)
|
Validation mIoU
|
79.21%
|
# 5
|
|
Semi-Supervised Semantic Segmentation
|
Cityscapes 50% labeled
|
CPS (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference)
|
Validation mIoU
|
80.21%
|
# 4
|
|
Semi-Supervised Semantic Segmentation
|
Cityscapes 6.25% labeled
|
CPS (DeepLab v3+ with ResNet-101)
|
Validation mIoU
|
69.8
|
# 12
|
|
Semi-Supervised Semantic Segmentation
|
nuScenes
|
CPS (Range View)
|
mIoU (1% Labels)
|
40.7
|
# 8
|
|
Semi-Supervised Semantic Segmentation
|
nuScenes
|
CPS (Range View)
|
mIoU (10% Labels)
|
60.8
|
# 6
|
|
Semi-Supervised Semantic Segmentation
|
nuScenes
|
CPS (Range View)
|
mIoU (20% Labels)
|
64.9
|
# 6
|
|
Semi-Supervised Semantic Segmentation
|
nuScenes
|
CPS (Range View)
|
mIoU (50% Labels)
|
68.0
|
# 8
|
|
Semi-Supervised Semantic Segmentation
|
Pascal VOC 2012 12.5% labeled
|
CPS
|
Validation mIoU
|
76.44%
|
# 9
|
|
Semi-Supervised Semantic Segmentation
|
PASCAL VOC 2012 183 labeled
|
CPS (DeepLab v3+ with ResNet-101)
|
Validation mIoU
|
67.4
|
# 7
|
|
Semi-Supervised Semantic Segmentation
|
PASCAL VOC 2012 25% labeled
|
CPS (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference)
|
Validation mIoU
|
77.68%
|
# 10
|
|
Semi-Supervised Semantic Segmentation
|
PASCAL VOC 2012 366 labeled
|
CPS (DeepLab v3+ with ResNet-101)
|
Validation mIoU
|
71.7
|
# 8
|
|
Semi-Supervised Semantic Segmentation
|
PASCAL VOC 2012 732 labeled
|
CPS (DeepLab v3+ with ResNet-101)
|
Validation mIoU
|
75.9
|
# 7
|
|
Semi-Supervised Semantic Segmentation
|
PASCAL VOC 2012 92 labeled
|
CPS (DeepLab v3+ with ResNet-101)
|
Validation mIoU
|
64.1
|
# 7
|
|
Semi-Supervised Semantic Segmentation
|
ScribbleKITTI
|
CPS (Range View)
|
mIoU (1% Labels)
|
33.7
|
# 8
|
|
Semi-Supervised Semantic Segmentation
|
ScribbleKITTI
|
CPS (Range View)
|
mIoU (10% Labels)
|
50.0
|
# 6
|
|
Semi-Supervised Semantic Segmentation
|
ScribbleKITTI
|
CPS (Range View)
|
mIoU (20% Labels)
|
52.8
|
# 4
|
|
Semi-Supervised Semantic Segmentation
|
ScribbleKITTI
|
CPS (Range View)
|
mIoU (50% Labels)
|
54.6
|
# 3
|
|
Semi-Supervised Semantic Segmentation
|
SemanticKITTI
|
CPS (Range View)
|
mIoU (1% Labels)
|
36.5
|
# 9
|
|
Semi-Supervised Semantic Segmentation
|
SemanticKITTI
|
CPS (Range View)
|
mIoU (10% Labels)
|
52.3
|
# 9
|
|
Semi-Supervised Semantic Segmentation
|
SemanticKITTI
|
CPS (Range View)
|
mIoU (20% Labels)
|
56.3
|
# 6
|
|
Semi-Supervised Semantic Segmentation
|
SemanticKITTI
|
CPS (Range View)
|
mIoU (50% Labels)
|
57.4
|
# 7
|
|
Semi-Supervised Semantic Segmentation
|
WoodScape
|
CPS
|
Mean IoU
|
62.87
|
# 2
|
|