English
self-supervised learning
barlow-twins
6 papers
mix-bt / MODEL_ZOO.md
wgcban's picture
Upload 98 files
803ef9e

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