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Segformer-MRIseg_Sep

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: 0.0026
  • Validation Loss: 0.0116
  • 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
0.1563 0.0558 0
0.0488 0.0706 1
0.0290 0.0230 2
0.0207 0.0160 3
0.0164 0.0145 4
0.0136 0.0133 5
0.0117 0.0136 6
0.0106 0.0144 7
0.0104 0.0147 8
0.0091 0.0109 9
0.0078 0.0104 10
0.0071 0.0108 11
0.0067 0.0101 12
0.0064 0.0110 13
0.0058 0.0096 14
0.0057 0.0101 15
0.0055 0.0115 16
0.0055 0.0109 17
0.0051 0.0098 18
0.0051 0.0108 19
0.0048 0.0097 20
0.0050 0.0097 21
0.0047 0.0088 22
0.0045 0.0110 23
0.0043 0.0098 24
0.0041 0.0098 25
0.0041 0.0126 26
0.0040 0.0125 27
0.0042 0.0098 28
0.0039 0.0109 29
0.0037 0.0096 30
0.0038 0.0104 31
0.0036 0.0103 32
0.0034 0.0100 33
0.0033 0.0099 34
0.0038 0.0100 35
0.0036 0.0111 36
0.0036 0.0158 37
0.0034 0.0104 38
0.0032 0.0100 39
0.0030 0.0100 40
0.0030 0.0099 41
0.0029 0.0098 42
0.0028 0.0112 43
0.0030 0.0105 44
0.0029 0.0104 45
0.0029 0.0100 46
0.0027 0.0119 47
0.0030 0.0119 48
0.0028 0.0109 49
0.0029 0.0106 50
0.0027 0.0111 51
0.0027 0.0111 52
0.0027 0.0132 53
0.0029 0.0105 54
0.0026 0.0113 55
0.0027 0.0108 56
0.0025 0.0112 57
0.0025 0.0105 58
0.0026 0.0116 59

Framework versions

  • Transformers 4.31.0
  • TensorFlow 2.13.0
  • Datasets 2.14.5
  • Tokenizers 0.13.3
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