TASK |
DATASET |
MODEL |
METRIC NAME |
METRIC VALUE |
GLOBAL RANK |
REMOVE |
Few-Shot Semantic Segmentation
|
COCO-20i (1-shot)
|
VAT (HM, ResNet-50)
|
Mean IoU
|
43.2
|
# 35
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (1-shot)
|
VAT (HM, ResNet-50)
|
FB-IoU
|
70
|
# 11
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (1-shot)
|
HSNet (HM, ResNet-50)
|
Mean IoU
|
44.3
|
# 28
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (1-shot)
|
HSNet (HM, ResNet-50)
|
FB-IoU
|
70.8
|
# 9
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (1-shot)
|
HSNet (HM, ResNet-101)
|
Mean IoU
|
46.5
|
# 17
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (1-shot)
|
HSNet (HM, ResNet-101)
|
FB-IoU
|
71.5
|
# 6
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (1-shot)
|
ASNet (HM, ResNet-50)
|
Mean IoU
|
44.7
|
# 27
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (1-shot)
|
ASNet (HM, ResNet-50)
|
FB-IoU
|
70.4
|
# 10
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (1-shot)
|
ASNet (HM, ResNet-101)
|
Mean IoU
|
45.9
|
# 21
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (1-shot)
|
ASNet (HM, ResNet-101)
|
FB-IoU
|
71.1
|
# 7
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (5-shot)
|
HSNet (HM, ResNet-50)
|
Mean IoU
|
49.4
|
# 34
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (5-shot)
|
HSNet (HM, ResNet-50)
|
FB-IoU
|
72.2
|
# 17
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (5-shot)
|
ASNet (HM, ResNet-50)
|
Mean IoU
|
48.4
|
# 37
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (5-shot)
|
ASNet (HM, ResNet-50)
|
FB-IoU
|
72.2
|
# 17
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (5-shot)
|
HSNet (HM, ResNet-101)
|
Mean IoU
|
50.6
|
# 26
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (5-shot)
|
HSNet (HM, ResNet-101)
|
FB-IoU
|
72.9
|
# 13
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (5-shot)
|
VAT (HM, ResNet-50)
|
Mean IoU
|
48.3
|
# 38
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (5-shot)
|
VAT (HM, ResNet-50)
|
FB-IoU
|
71.8
|
# 19
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (5-shot)
|
ASNet (HM, ResNet-101)
|
Mean IoU
|
50.6
|
# 26
|
|
Few-Shot Semantic Segmentation
|
COCO-20i (5-shot)
|
ASNet (HM, ResNet-101)
|
FB-IoU
|
73.3
|
# 9
|
|
Few-Shot Semantic Segmentation
|
COCO-20i -> Pascal VOC (1-shot)
|
HSNet (HM, ResNet-101)
|
Mean IoU
|
66.5
|
# 6
|
|
Few-Shot Semantic Segmentation
|
COCO-20i -> Pascal VOC (1-shot)
|
VAT (HM, ResNet-50)
|
Mean IoU
|
65.1
|
# 8
|
|
Few-Shot Semantic Segmentation
|
COCO-20i -> Pascal VOC (1-shot)
|
HSNet (HM, ResNet-50)
|
Mean IoU
|
65.2
|
# 7
|
|
Few-Shot Semantic Segmentation
|
COCO-20i -> Pascal VOC (5-shot)
|
HSNet (HM, ResNet-50)
|
Mean IoU
|
69.7
|
# 6
|
|
Few-Shot Semantic Segmentation
|
COCO-20i -> Pascal VOC (5-shot)
|
VAT (HM, ResNet-50)
|
Mean IoU
|
69.7
|
# 6
|
|
Few-Shot Semantic Segmentation
|
COCO-20i -> Pascal VOC (5-shot)
|
HSNet (HM, ResNet-101)
|
Mean IoU
|
70.9
|
# 5
|
|
Few-Shot Semantic Segmentation
|
FSS-1000 (1-shot)
|
VAT (HM, ResNet-101)
|
Mean IoU
|
90.2
|
# 5
|
|
Few-Shot Semantic Segmentation
|
FSS-1000 (1-shot)
|
VAT (HM, ResNet-50)
|
Mean IoU
|
89.4
|
# 9
|
|
Few-Shot Semantic Segmentation
|
FSS-1000 (1-shot)
|
HSNet (HM, ResNet-101)
|
Mean IoU
|
87.8
|
# 13
|
|
Few-Shot Semantic Segmentation
|
FSS-1000 (1-shot)
|
HSNet (HM, ResNet-50)
|
Mean IoU
|
87.1
|
# 15
|
|
Few-Shot Semantic Segmentation
|
FSS-1000 (5-shot)
|
HSNet (HM, ResNet-50)
|
Mean IoU
|
88
|
# 15
|
|
Few-Shot Semantic Segmentation
|
FSS-1000 (5-shot)
|
HSNet (HM, ResNet-101)
|
Mean IoU
|
88.5
|
# 13
|
|
Few-Shot Semantic Segmentation
|
FSS-1000 (5-shot)
|
VAT (HM, ResNet-50)
|
Mean IoU
|
89.9
|
# 8
|
|
Few-Shot Semantic Segmentation
|
FSS-1000 (5-shot)
|
VAT (HM, ResNet-101)
|
Mean IoU
|
90.5
|
# 6
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (1-Shot)
|
HSNet (HM, ResNet-50)
|
Mean IoU
|
65
|
# 46
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (1-Shot)
|
HSNet (HM, ResNet-50)
|
FB-IoU
|
76.5
|
# 33
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (1-Shot)
|
VAT (HM, ResNet-101)
|
Mean IoU
|
67.8
|
# 20
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (1-Shot)
|
VAT (HM, ResNet-101)
|
FB-IoU
|
79.4
|
# 10
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (1-Shot)
|
HSNet (HM, ResNet-101)
|
Mean IoU
|
66.7
|
# 32
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (1-Shot)
|
HSNet (HM, ResNet-101)
|
FB-IoU
|
77.8
|
# 23
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (1-Shot)
|
VAT (HM, ResNet-50)
|
Mean IoU
|
65.8
|
# 38
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (1-Shot)
|
VAT (HM, ResNet-50)
|
FB-IoU
|
77.1
|
# 30
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (5-Shot)
|
VAT (HM, ResNet-50)
|
Mean IoU
|
68.2
|
# 51
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (5-Shot)
|
VAT (HM, ResNet-50)
|
FB-IoU
|
78.5
|
# 30
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (5-Shot)
|
VAT (HM, ResNet-101)
|
Mean IoU
|
70.9
|
# 28
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (5-Shot)
|
VAT (HM, ResNet-101)
|
FB-IoU
|
81.5
|
# 16
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (5-Shot)
|
HSNet (HM, ResNet-101)
|
Mean IoU
|
69.3
|
# 41
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (5-Shot)
|
HSNet (HM, ResNet-101)
|
FB-IoU
|
79.7
|
# 28
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (5-Shot)
|
HSNet (HM, ResNet-50)
|
Mean IoU
|
67.1
|
# 56
|
|
Few-Shot Semantic Segmentation
|
PASCAL-5i (5-Shot)
|
HSNet (HM, ResNet-50)
|
FB-IoU
|
77.7
|
# 34
|
|