Hemg / pneumonia-classification-model

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Total runs: 43
24-hour runs: 0
7-day runs: -1
30-day runs: 40
Model's Last Updated: 3월 05 2024
image-classification

Introduction of pneumonia-classification-model

Model Details of pneumonia-classification-model

pneumonia-classification-model

This model is a fine-tuned version of google/vit-base-patch16-224-in21k on the chestxrayclassification dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1143
  • Accuracy: 0.9657
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: 32
  • eval_batch_size: 32
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 128
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 32
Training results
Training Loss Epoch Step Validation Loss Accuracy
0.6297 0.98 25 0.5258 0.7230
0.3781 2.0 51 0.3011 0.9154
0.2268 2.98 76 0.1981 0.9314
0.1827 4.0 102 0.1602 0.9473
0.1765 4.98 127 0.1446 0.9461
0.1508 6.0 153 0.1449 0.9510
0.1332 6.98 178 0.1510 0.9375
0.1187 8.0 204 0.1169 0.9596
0.131 8.98 229 0.1315 0.9559
0.1043 10.0 255 0.1114 0.9571
0.1022 10.98 280 0.1633 0.9375
0.0893 12.0 306 0.1167 0.9596
0.0848 12.98 331 0.0936 0.9694
0.0885 14.0 357 0.1074 0.9608
0.0928 14.98 382 0.1052 0.9645
0.0776 16.0 408 0.1116 0.9608
0.0895 16.98 433 0.1060 0.9645
0.0817 18.0 459 0.1107 0.9632
0.0766 18.98 484 0.0993 0.9669
0.0697 20.0 510 0.0938 0.9681
0.0626 20.98 535 0.1199 0.9620
0.0665 22.0 561 0.1100 0.9657
0.0613 22.98 586 0.1246 0.9620
0.054 24.0 612 0.1066 0.9645
0.0474 24.98 637 0.1100 0.9669
0.0456 26.0 663 0.1118 0.9645
0.0473 26.98 688 0.1137 0.9645
0.0543 28.0 714 0.0955 0.9632
0.0493 28.98 739 0.1300 0.9559
0.043 30.0 765 0.1229 0.9669
0.039 30.98 790 0.1125 0.9608
0.0398 31.37 800 0.1143 0.9657
Framework versions
  • Transformers 4.38.1
  • Pytorch 2.1.2
  • Datasets 2.1.0
  • Tokenizers 0.15.2

Runs of Hemg pneumonia-classification-model on huggingface.co

43
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0
24-hour runs
-1
3-day runs
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7-day runs
40
30-day runs

More Information About pneumonia-classification-model huggingface.co Model

More pneumonia-classification-model license Visit here:

https://choosealicense.com/licenses/apache-2.0

pneumonia-classification-model huggingface.co

pneumonia-classification-model huggingface.co is an AI model on huggingface.co that provides pneumonia-classification-model's model effect (), which can be used instantly with this Hemg pneumonia-classification-model model. huggingface.co supports a free trial of the pneumonia-classification-model model, and also provides paid use of the pneumonia-classification-model. Support call pneumonia-classification-model model through api, including Node.js, Python, http.

pneumonia-classification-model huggingface.co Url

https://huggingface.co/Hemg/pneumonia-classification-model

Hemg pneumonia-classification-model online free

pneumonia-classification-model huggingface.co is an online trial and call api platform, which integrates pneumonia-classification-model's modeling effects, including api services, and provides a free online trial of pneumonia-classification-model, you can try pneumonia-classification-model online for free by clicking the link below.

Hemg pneumonia-classification-model online free url in huggingface.co:

https://huggingface.co/Hemg/pneumonia-classification-model

pneumonia-classification-model install

pneumonia-classification-model is an open source model from GitHub that offers a free installation service, and any user can find pneumonia-classification-model on GitHub to install. At the same time, huggingface.co provides the effect of pneumonia-classification-model install, users can directly use pneumonia-classification-model installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

pneumonia-classification-model install url in huggingface.co:

https://huggingface.co/Hemg/pneumonia-classification-model

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Hemg
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