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sayakpaul/glpn-nyu-finetuned-diode-221121-113853

2023-12-27 23:11 0 微浪网
导语: glpn-nyu-finetuned-diode-22...,

sayakpaul/glpn-nyu-finetuned-diode-221121-113853


glpn-nyu-finetuned-diode-221121-113853

This model is a fine-tuned version of vinvino02/glpn-nyu on the diode-subset dataset.
It achieves the following results on the evaluation set:

  • Loss: 0.3384
  • Mae: 0.2739
  • Rmse: 0.3959
  • Abs Rel: 0.3230
  • Log Mae: 0.1148
  • Log Rmse: 0.1651
  • Delta1: 0.5576
  • Delta2: 0.8345
  • Delta3: 0.9398


Model description

More information needed


Intended uses & limitations

More information needed


Training and evaluation data

More information needed


Training procedure


Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 1e-05
  • train_batch_size: 24
  • eval_batch_size: 48
  • seed: 2022
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 15
  • mixed_precision_training: Native AMP


Training results

Training Loss Epoch Step Validation Loss Mae Rmse Abs Rel Log Mae Log Rmse Delta1 Delta2 Delta3
0.7523 1.0 72 0.5772 0.7466 0.9116 0.9709 0.2568 0.3040 0.1373 0.3324 0.6328
0.4281 2.0 144 0.3849 0.3324 0.4673 0.3934 0.1349 0.1874 0.4681 0.7753 0.9142
0.3906 3.0 216 0.3660 0.3048 0.4418 0.3593 0.1258 0.1800 0.5225 0.7997 0.9195
0.3766 4.0 288 0.3556 0.2923 0.4275 0.3383 0.1209 0.1741 0.5450 0.8157 0.9259
0.3744 5.0 360 0.3539 0.2899 0.4171 0.3435 0.1208 0.1724 0.5355 0.8173 0.9307
0.328 6.0 432 0.3498 0.2860 0.4109 0.3418 0.1196 0.1709 0.5402 0.8193 0.9334
0.3166 7.0 504 0.3451 0.2793 0.4110 0.3203 0.1166 0.1677 0.5583 0.8286 0.9331
0.2639 8.0 576 0.3475 0.2823 0.4083 0.3341 0.1182 0.1695 0.5469 0.8251 0.9337
0.2802 9.0 648 0.3422 0.2779 0.4030 0.3249 0.1163 0.1667 0.5524 0.8287 0.9366
0.2701 10.0 720 0.3411 0.2781 0.3962 0.3316 0.1168 0.1664 0.5446 0.8286 0.9396
0.2232 11.0 792 0.3408 0.2755 0.3998 0.3259 0.1154 0.1665 0.5578 0.8332 0.9383
0.2921 12.0 864 0.3391 0.2749 0.3975 0.3220 0.1152 0.1652 0.5553 0.8332 0.9390
0.2837 13.0 936 0.3400 0.2745 0.3979 0.3251 0.1150 0.1660 0.5587 0.8347 0.9386
0.2922 14.0 1008 0.3370 0.2728 0.3965 0.3184 0.1142 0.1644 0.5602 0.8359 0.9401
0.2921 15.0 1080 0.3384 0.2739 0.3959 0.3230 0.1148 0.1651 0.5576 0.8345 0.9398


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2023-12-27

2023-12-27

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