Downloads · 30 days
12
1% of all-time downloads
resnet-50-finetuned-dog-vs-cat
cppgohan/resnet-50-finetuned-dog-vs-cat
resnet-50-finetuned-dog-vs-cat is a image classification model from cppgohan. Use it when you need a label for an image. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
All-time downloads
908
Public
Parameters
23.6M
283 MB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors94.3 MB · 100%
At a glance
- Task
- Image Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- resnet
- Access
- Public
- Created
- Apr 7, 2024
- Updated
- Apr 7, 2024
- SHA
- 2e800bff
Base models
Datasets
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
resnet-50-finetuned-dog-vs-cat
This model is a fine-tuned version of microsoft/resnet-50 on the cats_vs_dogs dataset. It achieves the following results on the evaluation set:
- Loss: 0.0577
- Accuracy: 0.9919
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: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.3357 | 1.0 | 164 | 0.2255 | 0.9868 |
| 0.1683 | 2.0 | 329 | 0.0577 | 0.9919 |
| 0.1448 | 2.99 | 492 | 0.0460 | 0.9919 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Image Classification
- Library
- transformers
- Type
- resnet
- License
- apache-2.0
- Created
- Apr 7, 2024
- Updated
- Apr 7, 2024