Image Classification on ImageNet 1% labels 1k (train)
87.6Top-5 AccCustomKD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CustomKDLabel Ratio=1%2025.03 | 87.6 | 67.5 | |
| CoMatchLabel Ratio=1%2025.03 | 87.1 | 67.1 | |
| SimMatchLabel Ratio=1%2025.03 | 87.1 | 67.2 | |
| OBoWEpochs=200, Batch=256, Evaluation Protocol=Fine-tuning, Backbone=ResNet-50, Testing Mode=single-crop testing2020.12 | 82.9 | — | |
| SwAVEpochs=800, Batch=4096, Evaluation Protocol=Fine-tuning, Backbone=ResNet-50, Testing Mode=single-crop testing2020.12 | 78.5 | — | |
| BYOLEpochs=1000, Batch=4096, Evaluation Protocol=Fine-tuning, Backbone=ResNet-50, Testing Mode=single-crop testing2020.12 | 78.4 | — | |
| SwAVEpochs=200, Batch=256, Evaluation Protocol=Fine-tuning, Backbone=ResNet-50, Testing Mode=single-crop testing2020.12 | 76.7 | — | |
| SimCLREpochs=1000, Batch=4096, Evaluation Protocol=Fine-tuning, Backbone=ResNet-50, Testing Mode=single-crop testing2020.12 | 75.5 | — | |
| PCLEpochs=200, Batch=256, Evaluation Protocol=Fine-tuning, Backbone=ResNet-50, Testing Mode=single-crop testing2020.12 | 75.3 | — | |
| PIRLEpochs=800, Batch=1024, Evaluation Protocol=Fine-tuning, Backbone=ResNet-50, Testing Mode=single-crop testing2020.12 | 57.2 | — | |
| SupervisedEpochs=100, Batch=256, Evaluation Protocol=Fine-tuning, Backbone=ResNet-50, Testing Mode=single-crop testing2020.12 | 48.4 | — |