Image Classification on ImageNet 10 (test)
97.2AccuracyCREST
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CRESTBudget=50%2025.12 | 97.2 | — | — | — | |
| CRESTBudget=30%2025.12 | 96.8 | — | — | — | |
| EfficientNet-B0-RNNPool2020.02 | 96.4 | — | — | — | |
| EfficientNet-B0Protocol=Standard Calculation2020.02 | 96 | — | — | — | |
| EfficientNet-B0Protocol=Memory Optimised2020.02 | 96 | — | — | — | |
| GoogLeNetProtocol=Standard Calculation2020.02 | 96 | — | — | — | |
| GoogLeNetProtocol=Memory Optimised2020.02 | 96 | — | — | — | |
| MODEBudget=50%2025.12 | 96 | — | — | — | |
| RETRIEVEBudget=50%2025.12 | 95.7 | — | — | — | |
| GoogLeNet-RNNPool2020.02 | 95.6 | — | — | — | |
| CRAIGBudget=50%2025.12 | 95.5 | — | — | — | |
| MODEBudget=30%2025.12 | 95.5 | — | — | — | |
| DenseNet121Protocol=Standard Calculation2020.02 | 95.4 | — | — | — | |
| DenseNet121Protocol=Memory Optimised2020.02 | 95.4 | — | — | — | |
| GLISTERBudget=50%2025.12 | 95.3 | — | — | — | |
| GradMatchBudget=50%2025.12 | 95.2 | — | — | — | |
| UncertaintyBudget=50%2025.12 | 95.1 | — | — | — | |
| RETRIEVEBudget=30%2025.12 | 95 | — | — | — | |
| ResNet18Protocol=Standard Calculation2020.02 | 94.8 | — | — | — | |
| ResNet18Protocol=Memory Optimised2020.02 | 94.8 | — | — | — | |
| DenseNet121-RNNPool2020.02 | 94.8 | — | — | — | |
| DiversityBudget=50%2025.12 | 94.8 | — | — | — | |
| CRAIGBudget=30%2025.12 | 94.8 | — | — | — | |
| GLISTERBudget=30%2025.12 | 94.5 | — | — | — | |
| MobileNetV2-RNNPool2020.02 | 94.4 | — | — | — | |
| ResNet18-RNNPool2020.02 | 94.4 | — | — | — | |
| GradMatchBudget=30%2025.12 | 94.3 | — | — | — | |
| MobileNetV2Protocol=Standard Calculation2020.02 | 94.2 | — | — | — | |
| MobileNetV2Protocol=Memory Optimised2020.02 | 94.2 | — | — | — | |
| UncertaintyBudget=30%2025.12 | 94.2 | — | — | — | |
| RandomBudget=50%2025.12 | 93.9 | — | — | — | |
| DiversityBudget=30%2025.12 | 93.8 | — | — | — | |
| RandomBudget=30%2025.12 | 91.4 | — | — | — | |
| CRESTBudget=10%2025.12 | 91.2 | — | — | — | |
| MODEBudget=10%2025.12 | 88.7 | — | — | — | |
| RETRIEVEBudget=10%2025.12 | 88 | — | — | — | |
| CRAIGBudget=10%2025.12 | 87.4 | — | — | — | |
| GLISTERBudget=10%2025.12 | 86.8 | — | — | — | |
| GradMatchBudget=10%2025.12 | 86.5 | — | — | — | |
| UncertaintyBudget=10%2025.12 | 85.7 | — | — | — | |
| DiversityBudget=10%2025.12 | 84.3 | — | — | — | |
| RandomBudget=10%2025.12 | 78.8 | — | — | — |