glpn-nyu-finetuned-diode-221214-081122

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: 0.3242
  • Mae: 0.2603
  • Rmse: 0.3997
  • Abs Rel: 0.3010
  • Log Mae: 0.1073
  • Log Rmse: 0.1624
  • Delta1: 0.6187
  • Delta2: 0.8455
  • Delta3: 0.9378


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: 5e-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: 0.15
  • num_epochs: 25
  • mixed_precision_training: Native AMP


Training results

Training LossEpochStepValidation LossMaeRmseAbs RelLog MaeLog RmseDelta1Delta2Delta3
0.68961.0720.47530.46700.62260.56580.17910.23130.29500.63100.8562
0.36282.01440.35650.29560.43070.34210.12260.17370.52850.80790.9245
0.31683.02160.34860.27740.39630.34640.11720.17100.55610.82850.9358
0.27344.02880.33680.26690.39620.32600.11220.16710.57870.84530.9383
0.26785.03600.34190.27000.41360.31180.11300.16890.58690.83990.9289
0.22716.04320.32700.26110.38900.30500.10910.16080.58990.85000.9453
0.19057.05040.33310.26510.39960.30860.11100.16450.59250.83910.9405
0.14368.05760.33230.26480.40390.30870.10970.16530.60190.84750.9345
0.16879.06480.32740.26200.38870.31290.10920.16220.59540.84640.9422
0.140710.07200.33440.26890.41340.30790.11070.16670.60390.84230.9287
0.115911.07920.33020.26750.40810.30320.11030.16460.60350.84060.9334
0.1612.08640.32620.25990.39890.29860.10740.16210.61770.84600.9371
0.138513.09360.32870.26160.39760.31140.10850.16430.60950.84720.9363
0.15614.010080.32910.26900.41470.30480.11010.16540.60820.83900.9305
0.153415.010800.32670.26510.39940.30840.10960.16320.60300.84060.9376
0.119616.011520.32480.25880.40280.29080.10650.16150.62650.84670.9357
0.098317.012240.32490.26120.40460.29400.10750.16200.61980.84400.9346
0.134718.012960.32090.26080.40120.29710.10690.16140.62010.84730.9376
0.10719.013680.32490.26240.40260.30130.10790.16280.61490.84530.9362
0.121420.014400.32130.25860.39760.29620.10650.16090.62190.84640.9382
0.092121.015120.32400.26000.39710.30280.10740.16240.61790.84570.9383
0.090622.015840.32390.26020.40250.29680.10690.16220.62270.84610.9365
0.097823.016560.32300.25880.39900.29690.10660.16170.62340.84620.9371
0.137724.017280.32440.26120.40130.30050.10760.16260.61800.84470.9359
0.125325.018000.32420.26030.39970.30100.10730.16240.61870.84550.9378

数据统计

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