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self-supervised learning
barlow-twins
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mix-bt / MODEL_ZOO.md
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The following links provide pre-trained models:
# ResNet-18 Pre-trained Models
| Dataset | d | Lambda_BT | Lambda_Reg | Path to Pretrained Model | KNN Acc. | Linear Acc. |
| ---------- | --- | ---------- | ---------- | ------------------------ | -------- | ----------- |
| CIFAR-10 | 1024 | 0.0078125 | 4.0 | 4wdhbpcf_0.0078125_1024_256_cifar10_model.pth | 90.52 | 92.58 |
| CIFAR-100 | 1024 | 0.0078125 | 4.0 | 76kk7scz_0.0078125_1024_256_cifar100_model.pth | 61.25 | 69.31 |
| TinyImageNet | 1024 | 0.0009765 | 4.0 | 02azq6fs_0.0009765_1024_256_tiny_imagenet_model.pth | 38.11 | 51.67 |
| STL-10 | 1024 | 0.0078125 | 2.0 | i7det4xq_0.0078125_1024_256_stl10_model.pth | 88.94 | 91.02 |
# ResNet-50 Pre-trained Models
| Dataset | d | Lambda_BT | Lambda_Reg | Path to Pretrained Model | KNN Acc. | Linear Acc. |
| ---------- | --- | ---------- | ---------- | ------------------------ | -------- | ----------- |
| CIFAR-10 | 1024 | 0.0078125 | 4.0 | v3gwgusq_0.0078125_1024_256_cifar10_model.pth | 91.39 | 93.89 |
| CIFAR-100 | 1024 | 0.0078125 | 4.0 | z6ngefw7_0.0078125_1024_256_cifar100_model_2000.pth | 64.32 | 72.51 |
| TinyImageNet | 1024 | 0.0009765 | 4.0 | kxlkigsv_0.0009765_1024_256_tiny_imagenet_model_2000.pth | 42.21 | 51.84 |
| STL-10 | 1024 | 0.0078125 | 2.0 | pbknx38b_0.0078125_1024_256_stl10_model.pth | 87.79 | 91.70 |
| ImageNet | 1024 | 0.0051 | 0.1 | 13awtq23_0.0051_8192_1024_imagenet_0.1_resnet50.pth | - | 72.1 |