English
self-supervised learning
barlow-twins
6 papers
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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        |