Colorectal Polyp Classification on CPC-Paired (Fold 1)
87.2AccuracyCPC-Trans
Evaluation Results
| Method | Links | |
|---|---|---|
| CPC-TransBackbone=ViT-Small, Params (M)=21.672022.06 | 87.2 | |
| Proposed Alignment MethodBackbone=ResNet50, Speed=17.07 ms2021.08 | 85.9 | |
| WangBackbone=ResNet50, Params (M)=22.562022.06 | 85.9 | |
| Proposed Alignment MethodBackbone=InceptionV3, Speed=30.72 ms2021.08 | 84.6 | |
| Proposed Alignment Method (w/o CL)Backbone=ResNet50, Speed=17.07 ms2021.08 | 83.3 | |
| Proposed Alignment Method (w/o DA)Backbone=ResNet50, Speed=17.07 ms2021.08 | 82.6 | |
| YangBackbone=InceptionV3, Speed=30.72 ms2021.08 | 81.1 | |
| YangBackbone=InceptionV3, Params (M)=24.732022.06 | 81.1 | |
| YangBackbone=ResNet50, Speed=17.07 ms2021.08 | 79.5 | |
| ResNet50Backbone=ResNet50, Params (M)=22.562022.06 | 79.5 | |
| Proposed Alignment MethodBackbone=VGG, Speed=20.62 ms2021.08 | 79.4 | |
| YangBackbone=VGG, Speed=20.62 ms2021.08 | 78.2 | |
| VGGBackbone=VGG, Params (M)=138.362022.06 | 78.2 |