Image Classification on Stanford 40 Actions (test)
48.99Top-1 AccuracyFiGKD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FiGKDTeacher=ResNet32x4, Student=ShuffleNet-V22025.05 | 48.99 | — | — | |
| FiGKDTeacher=WRN-40-2, Student=WRN-16-22025.05 | 48.28 | — | — | |
| MLKDTeacher=WRN-40-2, Student=WRN-16-22025.05 | 47.94 | — | — | |
| MLKDTeacher=ResNet32x4, Student=ShuffleNet-V22025.05 | 47.92 | — | — | |
| DKDTeacher=WRN-40-2, Student=WRN-16-22025.05 | 47.41 | — | — | |
| FiGKDTeacher=WRN-40-2, Student=WRN-40-12025.05 | 47.27 | — | — | |
| FiGKDTeacher=ResNet32x4, Student=ResNet8x42025.05 | 47.26 | — | — | |
| DKDTeacher=ResNet32x4, Student=ShuffleNet-V22025.05 | 46.99 | — | — | |
| MLKDTeacher=WRN-40-2, Student=WRN-40-12025.05 | 46.78 | — | — | |
| FiGKDTeacher=VGG13, Student=VGG82025.05 | 46.51 | — | — | |
| KDTeacher=WRN-40-2, Student=WRN-16-22025.05 | 46.46 | — | — | |
| DKDTeacher=WRN-40-2, Student=WRN-40-12025.05 | 46.38 | — | — | |
| TeacherTeacher=ResNet32x4, Student=ResNet8x42025.05 | 46.2 | — | — | |
| TeacherTeacher=ResNet32x4, Student=ShuffleNet-V12025.05 | 46.2 | — | — | |
| TeacherTeacher=ResNet32x4, Student=ShuffleNet-V22025.05 | 46.2 | — | — | |
| MLKDTeacher=ResNet32x4, Student=ResNet8x42025.05 | 45.95 | — | — | |
| MLKDTeacher=VGG13, Student=VGG82025.05 | 45.48 | — | — | |
| KDTeacher=WRN-40-2, Student=WRN-40-12025.05 | 45.25 | — | — | |
| DKDTeacher=ResNet32x4, Student=ResNet8x42025.05 | 44.94 | — | — | |
| DKDTeacher=VGG13, Student=VGG82025.05 | 44.56 | — | — | |
| TeacherTeacher=WRN-40-2, Student=WRN-16-22025.05 | 44.04 | — | — | |
| TeacherTeacher=WRN-40-2, Student=WRN-40-12025.05 | 44.04 | — | — | |
| TeacherTeacher=WRN-40-2, Student=ShuffleNet-V12025.05 | 44.04 | — | — | |
| KDTeacher=VGG13, Student=VGG82025.05 | 43.1 | — | — | |
| TeacherTeacher=VGG13, Student=VGG82025.05 | 42.82 | — | — | |
| TeacherTeacher=VGG13, Student=MobileNet-V22025.05 | 42.82 | — | — | |
| KDTeacher=ResNet32x4, Student=ShuffleNet-V22025.05 | 42.64 | — | — | |
| KDTeacher=ResNet32x4, Student=ResNet8x42025.05 | 41.53 | — | — | |
| FiGKDTeacher=WRN-40-2, Student=ShuffleNet-V12025.05 | 40.99 | — | — | |
| FiGKDTeacher=VGG13, Student=MobileNet-V22025.05 | 40.65 | — | — | |
| StudentTeacher=WRN-40-2, Student=WRN-16-22025.05 | 40.62 | — | — | |
| MLKDTeacher=VGG13, Student=MobileNet-V22025.05 | 40.35 | — | — | |
| StudentTeacher=WRN-40-2, Student=WRN-40-12025.05 | 40.15 | — | — | |
| DKDTeacher=WRN-40-2, Student=ShuffleNet-V12025.05 | 39.92 | — | — | |
| MLKDTeacher=WRN-40-2, Student=ShuffleNet-V12025.05 | 39.16 | — | — | |
| FiGKDTeacher=ResNet32x4, Student=ShuffleNet-V12025.05 | 38.93 | — | — | |
| DKDTeacher=VGG13, Student=MobileNet-V22025.05 | 37.87 | — | — | |
| DKDTeacher=ResNet32x4, Student=ShuffleNet-V12025.05 | 37.8 | — | — | |
| StudentTeacher=VGG13, Student=VGG82025.05 | 37.73 | — | — | |
| StudentTeacher=ResNet32x4, Student=ResNet8x42025.05 | 37.23 | — | — | |
| MLKDTeacher=ResNet32x4, Student=ShuffleNet-V12025.05 | 36.38 | — | — | |
| KDTeacher=WRN-40-2, Student=ShuffleNet-V12025.05 | 35.22 | — | — | |
| StudentTeacher=ResNet32x4, Student=ShuffleNet-V22025.05 | 34.98 | — | — | |
| KDTeacher=VGG13, Student=MobileNet-V22025.05 | 33.75 | — | — | |
| KDTeacher=ResNet32x4, Student=ShuffleNet-V12025.05 | 32.58 | — | — | |
| StudentTeacher=VGG13, Student=MobileNet-V22025.05 | 26.01 | — | — | |
| StudentTeacher=WRN-40-2, Student=ShuffleNet-V12025.05 | 24.87 | — | — | |
| StudentTeacher=ResNet32x4, Student=ShuffleNet-V12025.05 | 24.87 | — | — | |
| AG-NetParam (M)=54.8, GFLOPS (B)=10.4, Infer. time per img. (ms)=5.22022.09 | — | 97.8 | — | |
| SR-GNN (Full Model)Param (M)=30.9, GFLOPS (B)=9.8, Infer. time per img. (ms)=5.02022.09 | — | 98.8 | 1 |