UI Component Detection on DrawnUI (test)
64.3APFPN+Magic
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FPN+MagicBackbone=ResNet-50, Pre-trained=ImageNet, Resolution=800x1333, Proposals=256, Optimizer=SGD, Batch size=9, Epochs=452021.06 | 64.3 | 89.5 | 74.4 | 32.2 | 54.4 | 66.5 | 30.3 | 66.7 | 71 | 37.1 | 64 | 71.7 | |
| DC5+MagicBackbone=ResNet-50, Pre-trained=ImageNet, Resolution=800x1333, Proposals=256, Optimizer=SGD, Batch size=9, Epochs=452021.06 | 63.4 | 89.9 | 72.9 | 26.9 | 56.9 | 65.9 | 30.7 | 66.8 | 70.6 | 31.1 | 63.1 | 71.6 | |
| FPN+SGRNBackbone=ResNet-50, Pre-trained=ImageNet, Resolution=800x1333, Proposals=256, Optimizer=SGD, Batch size=9, Epochs=452021.06 | 63.3 | 88.6 | 73.7 | 34.6 | 58.1 | 65.8 | 30.1 | 66.3 | 70.5 | 39.1 | 64.6 | 71.4 | |
| DC5+SGRNBackbone=ResNet-50, Pre-trained=ImageNet, Resolution=800x1333, Proposals=256, Optimizer=SGD, Batch size=9, Epochs=452021.06 | 62.5 | 90.2 | 70.7 | 26.4 | 55.1 | 65 | 30 | 65.8 | 69.5 | 31.6 | 61.4 | 70.5 | |
| FRCNN+MagicBackbone=ResNet-50, Pre-trained=ImageNet, Resolution=800x1333, Proposals=256, Optimizer=SGD, Batch size=9, Epochs=452021.06 | 62.2 | 88.5 | 72.8 | 27.2 | 55.5 | 64.9 | 30.4 | 66.4 | 70.1 | 33.6 | 62.2 | 71.5 | |
| FPNBackbone=ResNet-50, Pre-trained=ImageNet, Resolution=800x1333, Proposals=256, Optimizer=SGD, Batch size=9, Epochs=452021.06 | 61.6 | 87.3 | 70.6 | 32.1 | 57.3 | 63.5 | 28.9 | 64.5 | 68.6 | 36.9 | 64.3 | 69.3 | |
| FRCNN+SGRNBackbone=ResNet-50, Pre-trained=ImageNet, Resolution=800x1333, Proposals=256, Optimizer=SGD, Batch size=9, Epochs=452021.06 | 61.4 | 87.9 | 71.5 | 27 | 56.9 | 63.5 | 29 | 64.7 | 68.4 | 34.7 | 63.6 | 69.6 | |
| DC5Backbone=ResNet-50, Pre-trained=ImageNet, Resolution=800x1333, Proposals=256, Optimizer=SGD, Batch size=9, Epochs=452021.06 | 59.1 | 85.4 | 69.3 | 23.6 | 51.3 | 61.2 | 28.1 | 62.6 | 66.3 | 29.9 | 58.9 | 67.1 | |
| Faster-RCNNBackbone=ResNet-50, Pre-trained=ImageNet, Resolution=800x1333, Proposals=256, Optimizer=SGD, Batch size=9, Epochs=452021.06 | 58.6 | 86.3 | 65.7 | 21.7 | 51.5 | 60.8 | 27.7 | 61.7 | 65.5 | 35.2 | 58.3 | 67 | |
| RetinaNetBackbone=ResNet-50, Pre-trained=ImageNet, Resolution=800x1333, Proposals=256, Optimizer=SGD, Batch size=9, Epochs=452021.06 | 58.6 | 85.5 | 66.1 | 19 | 52.9 | 60.6 | 29.9 | 63.9 | 68.1 | 23.6 | 60.1 | 69 |