Semantic Matching on SPair-71k (val)
53.7PCK (@alpha_bbox=0.1)TransforMatcher
Evaluation Results
| Method | Links | |
|---|---|---|
| TransforMatcherSupervision=Strong, Backbone=ResNet-101, Data Augmentation=true, time (ms)=54, memory (GB)=1.6, FLOPs (G)=33.52022.05 | 53.7 | |
| PMNCSupervision=Strong, Backbone=ResNet-1012022.05 | 50.4 | |
| TransforMatcherSupervision=Strong, Backbone=ResNet-101, time (ms)=54, memory (GB)=1.6, FLOPs (G)=33.52022.05 | 50.2 | |
| CATsSupervision=Strong, Backbone=ResNet-101, Data Augmentation=true, time (ms)=45, memory (GB)=1.6, FLOPs (G)=28.42022.05 | 49.9 | |
| CHMNetSupervision=Strong, Backbone=ResNet-101, time (ms)=54, memory (GB)=1.6, FLOPs (G)=19.62022.05 | 46.3 | |
| CATsSupervision=Strong, Backbone=ResNet-101, time (ms)=45, memory (GB)=1.6, FLOPs (G)=28.42022.05 | 43.5 | |
| MMNetSupervision=Strong, Backbone=ResNet-101, time (ms)=862022.05 | 40.9 | |
| DHPFSupervision=Strong, Backbone=ResNet-101, Data Augmentation=true, time (ms)=58, memory (GB)=1.6, FLOPs (G)=22022.05 | 39.4 | |
| PMDSupervision=Strong, Backbone=ResNet-1012022.05 | 37.4 | |
| DHPFSupervision=Strong, Backbone=ResNet-101, time (ms)=58, memory (GB)=1.6, FLOPs (G)=22022.05 | 37.3 | |
| SCOTSupervision=Strong, Backbone=ResNet-101, time (ms)=151, memory (GB)=4.6, FLOPs (G)=6.22022.05 | 35.6 | |
| HPFSupervision=Strong, Backbone=ResNet-101, time (ms)=632022.05 | 28.2 | |
| DHPFSupervision=Weak, Backbone=ResNet-101, time (ms)=58, memory (GB)=1.6, FLOPs (G)=22022.05 | 27.7 | |
| PMDSupervision=Weak, Backbone=ResNet-1012022.05 | 26.5 | |
| NC-NetSupervision=Weak, Backbone=ResNet-101, time (ms)=222, memory (GB)=1.2, FLOPs (G)=44.92022.05 | 20.1 |