Image Classification on CIFAR10 (test) (Accuracy and Timing)
90.54AccuracyPHResNet152
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PHResNet152Backbone=ResNet152, Hyperparameter n=2, Params=26.6M, Storage Memory=103MB2021.10 | 90.54 | — | — | |
| PHResNet50Backbone=ResNet50, Hyperparameter n=3, Params=7.6M, Storage Memory=29MB2021.10 | 90.423 | — | — | |
| PHResNet152Backbone=ResNet152, Hyperparameter n=3, Params=17.8M, Storage Memory=70MB2021.10 | 90.077 | — | — | |
| PHResNet152Backbone=ResNet152, Hyperparameter n=4, Params=13.4M, Storage Memory=53MB2021.10 | 89.897 | — | — | |
| Complex ResNet152Backbone=ResNet152, Params=26.3M, Storage Memory=101MB2021.10 | 89.792 | — | — | |
| PHResNet50Backbone=ResNet50, Hyperparameter n=2, Params=11.1M, Storage Memory=43MB2021.10 | 89.75 | — | — | |
| Complex ResNet50Backbone=ResNet50, Params=11.1M, Storage Memory=43MB2021.10 | 89.699 | — | — | |
| Quaternion ResNet50Backbone=ResNet50, Params=5.7M, Storage Memory=22MB2021.10 | 89.67 | — | — | |
| ResNet50Backbone=ResNet50, Params=22.5M, Storage Memory=86MB2021.10 | 89.63 | — | — | |
| PHResNet18Backbone=ResNet18, Hyperparameter n=3, Params=3.6M, Storage Memory=13MB2021.10 | 89.603 | — | — | |
| ResNet152Backbone=ResNet152, Params=52.6M, Storage Memory=201MB2021.10 | 89.58 | — | — | |
| ResNet18Backbone=ResNet18, Params=10.1M, Storage Memory=39MB2021.10 | 89.543 | — | — | |
| Complex ResNet18Backbone=ResNet18, Params=5.2M, Storage Memory=20MB2021.10 | 89.541 | — | — | |
| PHResNet18Backbone=ResNet18, Hyperparameter n=2, Params=5.4M, Storage Memory=20MB2021.10 | 89.26 | — | — | |
| Quaternion ResNet152Backbone=ResNet152, Params=13.2M, Storage Memory=51MB2021.10 | 89.227 | — | — | |
| PHResNet50Backbone=ResNet50, Hyperparameter n=4, Params=5.7M, Storage Memory=23MB2021.10 | 88.897 | — | — | |
| PHResNet18Backbone=ResNet18, Hyperparameter n=4, Params=2.7M, Storage Memory=10MB2021.10 | 88.847 | — | — | |
| Quaternion ResNet18Backbone=ResNet18, Params=2.8M, Storage Memory=10MB2021.10 | 88.24 | — | — | |
| PHVGG16Backbone=VGG16, Hyperparameter n=2, Params=7.6M2021.10 | 86.51 | 3.2 | 1.4 | |
| PHVGG19Backbone=VGG19, Hyperparameter n=2, Params=14.9M2021.10 | 85.75 | 4 | 15.4 | |
| PHVGG16Backbone=VGG16, Hyperparameter n=4, Params=3.8M2021.10 | 85.64 | 3.2 | 1.4 | |
| VGG19Backbone=VGG19, Params=29.8M2021.10 | 85.624 | 3.2 | 16 | |
| VGG16Backbone=VGG16, Params=15M2021.10 | 85.067 | 2.2 | 1.2 | |
| PHVGG19Backbone=VGG19, Hyperparameter n=4, Params=7.4M2021.10 | 84.83 | 4.2 | 15.5 | |
| Quaternion VGG16Backbone=VGG16, Params=3.8M2021.10 | 83.997 | 5.2 | 2.2 | |
| Quaternion VGG19Backbone=VGG19, Params=7.5M2021.10 | 83.914 | 6.2 | 16.3 | |
| Complex VGG19Backbone=VGG19, Params=14.8M2021.10 | 76.979 | 5.2 | 16.2 | |
| Complex VGG16Backbone=VGG16, Params=7.6M2021.10 | 76.927 | 5.2 | 1.5 |