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Segformer-MRIseg_model_Dec28

This model is a fine-tuned version of nvidia/segformer-b0-finetuned-ade-512-512 on an unknown dataset. It achieves the following results on the evaluation set:

  • Train Loss: 0.0035
  • Validation Loss: 0.0096
  • Epoch: 59

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:

  • optimizer: {'name': 'Adam', 'weight_decay': None, 'clipnorm': None, 'global_clipnorm': None, 'clipvalue': None, 'use_ema': False, 'ema_momentum': 0.99, 'ema_overwrite_frequency': None, 'jit_compile': True, 'is_legacy_optimizer': False, 'learning_rate': 0.001, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False}
  • training_precision: float32

Training results

Train Loss Validation Loss Epoch
0.1321 0.0670 0
0.0670 0.0541 1
0.0551 0.0481 2
0.0455 0.0458 3
0.0393 0.0377 4
0.0335 0.0329 5
0.0316 0.0322 6
0.0269 0.0255 7
0.0218 0.0249 8
0.0204 0.0187 9
0.0182 0.0231 10
0.0186 0.0244 11
0.0166 0.0175 12
0.0150 0.0157 13
0.0132 0.0163 14
0.0123 0.0161 15
0.0111 0.0147 16
0.0112 0.0231 17
0.0122 0.0145 18
0.0101 0.0134 19
0.0094 0.0122 20
0.0088 0.0117 21
0.0080 0.0128 22
0.0082 0.0140 23
0.0074 0.0125 24
0.0073 0.0110 25
0.0071 0.0107 26
0.0065 0.0111 27
0.0073 0.0109 28
0.0068 0.0104 29
0.0064 0.0100 30
0.0062 0.0098 31
0.0065 0.0112 32
0.0064 0.0107 33
0.0059 0.0105 34
0.0065 0.0107 35
0.0058 0.0100 36
0.0052 0.0099 37
0.0052 0.0107 38
0.0055 0.0123 39
0.0052 0.0097 40
0.0051 0.0101 41
0.0051 0.0102 42
0.0046 0.0105 43
0.0048 0.0093 44
0.0044 0.0096 45
0.0043 0.0094 46
0.0040 0.0119 47
0.0041 0.0110 48
0.0043 0.0095 49
0.0041 0.0099 50
0.0040 0.0097 51
0.0041 0.0098 52
0.0041 0.0097 53
0.0041 0.0094 54
0.0042 0.0097 55
0.0038 0.0101 56
0.0037 0.0096 57
0.0036 0.0096 58
0.0035 0.0096 59

Framework versions

  • Transformers 4.35.2
  • TensorFlow 2.15.0
  • Datasets 2.16.0
  • Tokenizers 0.15.0
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