Table 3.
Barlow Twins hyperparameters
| Hyperparameter | Value/Range |
|---|---|
| enc_n_neurons | 1024, 2048, 4096 |
| enc_n_layers | 1, 2, 3 |
| proj_n_neurons | 1024, 2048, 4096 |
| proj_n_layers | 1, 2, 3 |
| embedding_dim | 512, 1024, 2048 |
| act_function | ReLU |
| aa_emb_size | 1024 |
| loss_weight | 1 , 0.005, 0.1 |
| batch_size | 4096 |
| epochs | 250 |
| optimizer | AdamW |
| learning_rate | 1 , 3 , 0.1 |
| beta_1 | 0.9 |
| beta_2 | 0.999 |
| weight_decay | 5 |
| step_size | 10 |
| gamma | 0.1 |
| val_split | 0.1 |
The best values are marked in bold