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uisikdag/convnext-large-224-plant-seedling-classification

sourceHugging Faceapache-2.0updated 2y agoView on Hugging Face
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Model Card

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weeds24convnextbalanced

This model is a fine-tuned version of facebook/convnext-large-224 on the imagefolder dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.1908
  • —Accuracy: 0.94

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
  • —trainbatchsize: 8
  • —evalbatchsize: 8
  • —seed: 42
  • —gradientaccumulationsteps: 4
  • —totaltrainbatch_size: 32
  • —optimizer: Use OptimizerNames.ADAMWTORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizerargs=No additional optimizer arguments
  • —lrschedulertype: linear
  • —lrschedulerwarmup_ratio: 0.1
  • —num_epochs: 10

Training results

Training LossEpochStepValidation LossAccuracy
9.03081.0752.08540.5067
4.05912.01500.93630.8433
1.97893.02250.51180.8867
1.33974.03000.37000.9067
0.92925.03750.28590.92
0.77726.04500.23140.9233
0.83237.05250.24720.9233
0.73988.06000.26470.9233
0.60669.06750.21070.9433
0.54610.07500.19080.94

Framework versions

  • —Transformers 4.46.1
  • —Pytorch 2.5.0+cu124
  • —Datasets 3.0.2
  • —Tokenizers 0.20.1